ctc_pytorch.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入必要的库\n",
    "\n",
    "我们需要导入一个叫 [captcha](https://github.com/lepture/captcha/) 的库来生成验证码。\n",
    "\n",
    "我们生成验证码的字符由数字和大写字母组成。\n",
    "\n",
    "```sh\n",
    "pip install captcha numpy matplotlib torch torchvision tqdm\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:45.698786Z",
     "start_time": "2019-06-18T11:19:45.381128Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ 200 50 6 37\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision.transforms.functional import to_tensor, to_pil_image\n",
    "\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "import numpy as np\n",
    "from collections import OrderedDict\n",
    "from PIL import Image\n",
    "import string\n",
    "characters = '-' + string.digits + string.ascii_uppercase\n",
    "width, height, n_len, n_classes = 200, 50, 6, len(characters)\n",
    "n_input_length = 12\n",
    "print(characters, width, height, n_len, n_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 搭建数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "file_list = [x.split('.')[0] for x in  os.listdir(\"./img\")]\n",
    "#file_list = [x for x in file_list if len(x)==4 ]\n",
    "random.shuffle(file_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:45.704071Z",
     "start_time": "2019-06-18T11:19:45.700019Z"
    }
   },
   "outputs": [],
   "source": [
    "class CaptchaDataset(Dataset):\n",
    "    def __init__(self, characters, length, width, height, input_length, label_length):\n",
    "        super(CaptchaDataset, self).__init__()\n",
    "        self.characters = characters\n",
    "        self.length = length\n",
    "        self.width = width\n",
    "        self.height = height\n",
    "        self.input_length = input_length\n",
    "        self.label_length = label_length\n",
    "        self.n_class = len(characters)\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.length\n",
    "    \n",
    "    def __getitem__(self, index):\n",
    "        lable = file_list.pop()\n",
    "        image = to_tensor(Image.open(\"./img/\"+lable+\".jpg\"))\n",
    "        lable = lable.ljust(self.label_length, characters[0])\n",
    "        target = torch.tensor([self.characters.find(x) for x in lable], dtype=torch.long)\n",
    "        input_length = torch.full(size=(1, ), fill_value=self.input_length, dtype=torch.long)\n",
    "        target_length = torch.full(size=(1, ), fill_value=self.label_length, dtype=torch.long)\n",
    "        return image, target, input_length, target_length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from zipfile import ZipFile\n",
    "img_zip = ZipFile(\"img.zip\")\n",
    "file_list = [x.filename.split('.')[0] for x in img_zip.infolist()]\n",
    "random.shuffle(file_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "class CaptchaDataset(Dataset):\n",
    "    def __init__(self, characters, length, width, height, input_length, label_length):\n",
    "        super(CaptchaDataset, self).__init__()\n",
    "        self.characters = characters\n",
    "        self.length = length\n",
    "        self.width = width\n",
    "        self.height = height\n",
    "        self.input_length = input_length\n",
    "        self.label_length = label_length\n",
    "        self.n_class = len(characters)\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.length\n",
    "    \n",
    "    def __getitem__(self, index):\n",
    "        lable = file_list.pop()\n",
    "        img_file = img_zip.open(lable+\".jpg\",\"r\")\n",
    "        image = to_tensor(Image.open(img_file).convert('RGB'))\n",
    "        lable = lable.ljust(self.label_length, characters[0])\n",
    "        target = torch.tensor([self.characters.find(x) for x in lable], dtype=torch.long)\n",
    "        input_length = torch.full(size=(1, ), fill_value=self.input_length, dtype=torch.long)\n",
    "        target_length = torch.full(size=(1, ), fill_value=self.label_length, dtype=torch.long)\n",
    "        return image, target, input_length, target_length"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 测试数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:45.733929Z",
     "start_time": "2019-06-18T11:19:45.705130Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "JCEAW6 tensor([12]) tensor([6])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x50 at 0x7F44783A4E50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = CaptchaDataset(characters, 1, width, height, n_input_length, n_len)\n",
    "image, target, input_length, label_length = dataset[0]\n",
    "print(''.join([characters[x] for x in target]), input_length, label_length)\n",
    "to_pil_image(image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初始化数据集生成器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:45.737300Z",
     "start_time": "2019-06-18T11:19:45.735033Z"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 128\n",
    "train_set = CaptchaDataset(characters, 1000 * batch_size, width, height, n_input_length, n_len)\n",
    "valid_set = CaptchaDataset(characters, 100 * batch_size, width, height, n_input_length, n_len)\n",
    "train_loader = DataLoader(train_set, batch_size=batch_size, num_workers=12)\n",
    "valid_loader = DataLoader(valid_set, batch_size=batch_size, num_workers=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 搭建模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:45.744324Z",
     "start_time": "2019-06-18T11:19:45.738366Z"
    }
   },
   "outputs": [],
   "source": [
    "class Model(nn.Module):\n",
    "    def __init__(self, n_classes, input_shape):\n",
    "        super(Model, self).__init__()\n",
    "        self.input_shape = input_shape\n",
    "        channels = [32, 64, 128, 256, 256]\n",
    "        layers = [2, 2, 2, 2, 2]\n",
    "        kernels = [3, 3, 3, 3, 3]\n",
    "        pools = [2, 2, 2, 2, (2, 1)]\n",
    "        modules = OrderedDict()\n",
    "        \n",
    "        def cba(name, in_channels, out_channels, kernel_size):\n",
    "            modules[f'conv{name}'] = nn.Conv2d(in_channels, out_channels, kernel_size,\n",
    "                                               padding=(1, 1) if kernel_size == 3 else 0)\n",
    "            modules[f'bn{name}'] = nn.BatchNorm2d(out_channels)\n",
    "            modules[f'relu{name}'] = nn.ReLU(inplace=True)\n",
    "        \n",
    "        last_channel = 3\n",
    "        for block, (n_channel, n_layer, n_kernel, k_pool) in enumerate(zip(channels, layers, kernels, pools)):\n",
    "            for layer in range(1, n_layer + 1):\n",
    "                cba(f'{block+1}{layer}', last_channel, n_channel, n_kernel)\n",
    "                last_channel = n_channel\n",
    "            modules[f'pool{block + 1}'] = nn.MaxPool2d(k_pool)\n",
    "        modules[f'dropout'] = nn.Dropout(0.25, inplace=True)\n",
    "        \n",
    "        self.cnn = nn.Sequential(modules)\n",
    "        self.lstm = nn.LSTM(input_size=self.infer_features(), hidden_size=128, num_layers=2, bidirectional=True)\n",
    "        self.fc = nn.Linear(in_features=256, out_features=n_classes)\n",
    "    \n",
    "    def infer_features(self):\n",
    "        x = torch.zeros((1,)+self.input_shape)\n",
    "        x = self.cnn(x)\n",
    "        x = x.reshape(x.shape[0], -1, x.shape[-1])\n",
    "        return x.shape[1]\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.cnn(x)\n",
    "        x = x.reshape(x.shape[0], -1, x.shape[-1])\n",
    "        x = x.permute(2, 0, 1)\n",
    "        x, _ = self.lstm(x)\n",
    "        x = self.fc(x)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 测试模型输出尺寸"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:46.033594Z",
     "start_time": "2019-06-18T11:19:45.745300Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.8/dist-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at  /pytorch/c10/core/TensorImpl.h:1156.)\n",
      "  return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "torch.Size([12, 32, 37])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = Model(n_classes, input_shape=(3, height, width))\n",
    "inputs = torch.zeros((32, 3, height, width))\n",
    "outputs = model(inputs)\n",
    "outputs.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初始化模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:48.035272Z",
     "start_time": "2019-06-18T11:19:46.034771Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Model(\n",
       "  (cnn): Sequential(\n",
       "    (conv11): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn11): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu11): ReLU(inplace=True)\n",
       "    (conv12): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn12): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu12): ReLU(inplace=True)\n",
       "    (pool1): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "    (conv21): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn21): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu21): ReLU(inplace=True)\n",
       "    (conv22): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn22): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu22): ReLU(inplace=True)\n",
       "    (pool2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "    (conv31): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn31): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu31): ReLU(inplace=True)\n",
       "    (conv32): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn32): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu32): ReLU(inplace=True)\n",
       "    (pool3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "    (conv41): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn41): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu41): ReLU(inplace=True)\n",
       "    (conv42): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn42): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu42): ReLU(inplace=True)\n",
       "    (pool4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "    (conv51): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn51): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu51): ReLU(inplace=True)\n",
       "    (conv52): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "    (bn52): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (relu52): ReLU(inplace=True)\n",
       "    (pool5): MaxPool2d(kernel_size=(2, 1), stride=(2, 1), padding=0, dilation=1, ceil_mode=False)\n",
       "    (dropout): Dropout(p=0.25, inplace=True)\n",
       "  )\n",
       "  (lstm): LSTM(256, 128, num_layers=2, bidirectional=True)\n",
       "  (fc): Linear(in_features=256, out_features=37, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = Model(n_classes, input_shape=(3, height, width))\n",
    "model = model.cuda()\n",
    "model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 解码函数和准确率计算函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:48.040043Z",
     "start_time": "2019-06-18T11:19:48.036404Z"
    }
   },
   "outputs": [],
   "source": [
    "def decode(sequence):\n",
    "    a = ''.join([characters[x] for x in sequence])\n",
    "    s = ''.join([x for j, x in enumerate(a[:-1]) if x != characters[0] and x != a[j+1]])\n",
    "    if len(s) == 0:\n",
    "        return ''\n",
    "    if a[-1] != characters[0] and s[-1] != a[-1]:\n",
    "        s += a[-1]\n",
    "    return s\n",
    "\n",
    "def decode_target(sequence):\n",
    "    return ''.join([characters[x] for x in sequence]).replace(characters[0], '')\n",
    "\n",
    "def calc_acc(target, output):\n",
    "    output_argmax = output.detach().permute(1, 0, 2).argmax(dim=-1)\n",
    "    target = target.cpu().numpy()\n",
    "    output_argmax = output_argmax.cpu().numpy()\n",
    "    a = np.array([decode_target(true) == decode(pred) for true, pred in zip(target, output_argmax)])\n",
    "    return a.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T11:19:48.052899Z",
     "start_time": "2019-06-18T11:19:48.041088Z"
    }
   },
   "outputs": [],
   "source": [
    "def train(model, optimizer, epoch, dataloader):\n",
    "    model.train()\n",
    "    loss_mean = 0\n",
    "    acc_mean = 0\n",
    "    with tqdm(dataloader) as pbar:\n",
    "        for batch_index, (data, target, input_lengths, target_lengths) in enumerate(pbar):\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "            \n",
    "            optimizer.zero_grad()\n",
    "            output = model(data)\n",
    "            \n",
    "            output_log_softmax = F.log_softmax(output, dim=-1)\n",
    "            loss = F.ctc_loss(output_log_softmax, target, input_lengths, target_lengths)\n",
    "            \n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "\n",
    "            loss = loss.item()\n",
    "            acc = calc_acc(target, output)\n",
    "            \n",
    "            if batch_index == 0:\n",
    "                loss_mean = loss\n",
    "                acc_mean = acc\n",
    "            \n",
    "            loss_mean = 0.1 * loss + 0.9 * loss_mean\n",
    "            acc_mean = 0.1 * acc + 0.9 * acc_mean\n",
    "            \n",
    "            pbar.set_description(f'Epoch: {epoch} Loss: {loss_mean:.4f} Acc: {acc_mean:.4f} ')\n",
    "\n",
    "def valid(model, optimizer, epoch, dataloader):\n",
    "    model.eval()\n",
    "    with tqdm(dataloader) as pbar, torch.no_grad():\n",
    "        loss_sum = 0\n",
    "        acc_sum = 0\n",
    "        for batch_index, (data, target, input_lengths, target_lengths) in enumerate(pbar):\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "            \n",
    "            output = model(data)\n",
    "            output_log_softmax = F.log_softmax(output, dim=-1)\n",
    "            loss = F.ctc_loss(output_log_softmax, target, input_lengths, target_lengths)\n",
    "            \n",
    "            loss = loss.item()\n",
    "            acc = calc_acc(target, output)\n",
    "            \n",
    "            loss_sum += loss\n",
    "            acc_sum += acc\n",
    "            \n",
    "            loss_mean = loss_sum / (batch_index + 1)\n",
    "            acc_mean = acc_sum / (batch_index + 1)\n",
    "            \n",
    "            pbar.set_description(f'Test : {epoch} Loss: {loss_mean:.4f} Acc: {acc_mean:.4f} ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T12:18:50.675432Z",
     "start_time": "2019-06-18T11:19:48.053976Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch: 1 Loss: -0.1522 Acc: 0.8886 : 100%|██████████| 1000/1000 [06:03<00:00,  2.75it/s]\n",
      "Test : 1 Loss: 0.0385 Acc: 0.6597 : 100%|██████████| 100/100 [00:15<00:00,  6.51it/s]\n",
      "Epoch: 2 Loss: -0.2665 Acc: 0.9531 : 100%|██████████| 1000/1000 [06:05<00:00,  2.74it/s]\n",
      "Test : 2 Loss: -0.2095 Acc: 0.8759 : 100%|██████████| 100/100 [00:15<00:00,  6.50it/s]\n",
      "Epoch: 3 Loss: -0.3099 Acc: 0.9656 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 3 Loss: -0.2882 Acc: 0.9222 : 100%|██████████| 100/100 [00:15<00:00,  6.47it/s]\n",
      "Epoch: 4 Loss: -0.3396 Acc: 0.9763 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 4 Loss: -0.3170 Acc: 0.9331 : 100%|██████████| 100/100 [00:15<00:00,  6.45it/s]\n",
      "Epoch: 5 Loss: -0.3599 Acc: 0.9928 : 100%|██████████| 1000/1000 [06:05<00:00,  2.74it/s]\n",
      "Test : 5 Loss: -0.3560 Acc: 0.9616 : 100%|██████████| 100/100 [00:15<00:00,  6.52it/s]\n",
      "Epoch: 6 Loss: -0.3635 Acc: 0.9828 : 100%|██████████| 1000/1000 [06:05<00:00,  2.74it/s]\n",
      "Test : 6 Loss: -0.3675 Acc: 0.9663 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 7 Loss: -0.3741 Acc: 0.9915 : 100%|██████████| 1000/1000 [06:04<00:00,  2.74it/s]\n",
      "Test : 7 Loss: -0.3788 Acc: 0.9691 : 100%|██████████| 100/100 [00:15<00:00,  6.47it/s]\n",
      "Epoch: 8 Loss: -0.3750 Acc: 0.9912 : 100%|██████████| 1000/1000 [06:04<00:00,  2.74it/s]\n",
      "Test : 8 Loss: -0.3878 Acc: 0.9825 : 100%|██████████| 100/100 [00:15<00:00,  6.52it/s]\n",
      "Epoch: 9 Loss: -0.3787 Acc: 0.9907 : 100%|██████████| 1000/1000 [06:04<00:00,  2.74it/s]\n",
      "Test : 9 Loss: -0.3951 Acc: 0.9838 : 100%|██████████| 100/100 [00:15<00:00,  6.51it/s]\n",
      "Epoch: 10 Loss: -0.3791 Acc: 0.9944 : 100%|██████████| 1000/1000 [06:04<00:00,  2.74it/s]\n",
      "Test : 10 Loss: -0.4018 Acc: 0.9941 : 100%|██████████| 100/100 [00:15<00:00,  6.50it/s]\n",
      "Epoch: 11 Loss: -0.3824 Acc: 0.9954 : 100%|██████████| 1000/1000 [06:05<00:00,  2.74it/s]\n",
      "Test : 11 Loss: -0.3991 Acc: 0.9872 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n",
      "Epoch: 12 Loss: -0.3864 Acc: 0.9978 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 12 Loss: -0.4066 Acc: 0.9938 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n",
      "Epoch: 13 Loss: -0.3883 Acc: 0.9978 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 13 Loss: -0.4048 Acc: 0.9881 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n",
      "Epoch: 14 Loss: -0.3863 Acc: 0.9969 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 14 Loss: -0.4040 Acc: 0.9912 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 15 Loss: -0.3923 Acc: 0.9884 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 15 Loss: -0.4051 Acc: 0.9800 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n",
      "Epoch: 16 Loss: -0.3989 Acc: 0.9926 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 16 Loss: -0.4122 Acc: 0.9847 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 17 Loss: -0.4020 Acc: 0.9925 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 17 Loss: -0.4202 Acc: 0.9894 : 100%|██████████| 100/100 [00:15<00:00,  6.47it/s]\n",
      "Epoch: 18 Loss: -0.4076 Acc: 0.9893 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 18 Loss: -0.4063 Acc: 0.9625 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n",
      "Epoch: 19 Loss: -0.4183 Acc: 0.9954 : 100%|██████████| 1000/1000 [06:05<00:00,  2.73it/s]\n",
      "Test : 19 Loss: -0.4376 Acc: 0.9878 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 20 Loss: -0.4223 Acc: 0.9963 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 20 Loss: -0.4342 Acc: 0.9872 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 21 Loss: -0.4205 Acc: 0.9930 : 100%|██████████| 1000/1000 [06:08<00:00,  2.72it/s]\n",
      "Test : 21 Loss: -0.4407 Acc: 0.9900 : 100%|██████████| 100/100 [00:15<00:00,  6.34it/s]\n",
      "Epoch: 22 Loss: -0.4827 Acc: 0.9972 :   6%|▌         | 60/1000 [00:23<06:03,  2.59it/s]\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-11-4aa98fc4a0ab>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m30\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mepoch\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain_loader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m     \u001b[0mvalid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moptimizer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalid_loader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<ipython-input-10-4dcd70a86e84>\u001b[0m in \u001b[0;36mtrain\u001b[0;34m(model, optimizer, epoch, dataloader)\u001b[0m\n\u001b[1;32m     16\u001b[0m             \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m             \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m             \u001b[0macc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcalc_acc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.Adam(model.parameters(), 1e-3, amsgrad=True)\n",
    "epochs = 30\n",
    "for epoch in range(1, epochs + 1):\n",
    "    train(model, optimizer, epoch, train_loader)\n",
    "    valid(model, optimizer, epoch, valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T12:48:21.757260Z",
     "start_time": "2019-06-18T12:18:50.676872Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Epoch: 1 Loss: -0.4258 Acc: 0.9969 : 100%|██████████| 1000/1000 [06:07<00:00,  2.72it/s]\n",
      "Test : 1 Loss: -0.4503 Acc: 0.9978 : 100%|██████████| 100/100 [00:15<00:00,  6.45it/s]\n",
      "Epoch: 2 Loss: -0.4281 Acc: 1.0000 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 2 Loss: -0.4499 Acc: 0.9981 : 100%|██████████| 100/100 [00:15<00:00,  6.46it/s]\n",
      "Epoch: 3 Loss: -0.4282 Acc: 0.9969 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 3 Loss: -0.4524 Acc: 1.0000 : 100%|██████████| 100/100 [00:15<00:00,  6.46it/s]\n",
      "Epoch: 4 Loss: -0.4289 Acc: 0.9993 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 4 Loss: -0.4532 Acc: 1.0000 : 100%|██████████| 100/100 [00:15<00:00,  6.49it/s]\n",
      "Epoch: 5 Loss: -0.4288 Acc: 0.9991 : 100%|██████████| 1000/1000 [06:06<00:00,  2.73it/s]\n",
      "Test : 5 Loss: -0.4535 Acc: 1.0000 : 100%|██████████| 100/100 [00:15<00:00,  6.48it/s]\n"
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.Adam(model.parameters(), 1e-4, amsgrad=True)\n",
    "epochs = 5\n",
    "for epoch in range(1, epochs + 1):\n",
    "    train(model, optimizer, epoch, train_loader)\n",
    "    valid(model, optimizer, epoch, valid_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 测试模型输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T12:48:58.168479Z",
     "start_time": "2019-06-18T12:48:57.536996Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: EN8CA\n",
      "pred: EN8CA\n",
      "true: YDTXT\n",
      "pred: YDTXT\n",
      "true: TEMTD\n",
      "pred: TEMTD\n",
      "true: EPCT5E\n",
      "pred: EPCT5E\n",
      "true: KKYPE\n",
      "pred: KKYPE\n",
      "true: RKDC\n",
      "pred: RKDC\n",
      "true: TM5PKU\n",
      "pred: TM5PKU\n",
      "true: 8CB4\n",
      "pred: 8CB4\n",
      "true: XCBYV9\n",
      "pred: XCBYV9\n",
      "true: CTJTPE\n",
      "pred: CTJTPE\n",
      "true: UH53VB\n",
      "pred: UH53VB\n",
      "true: AK389A\n",
      "pred: AK389A\n",
      "true: SMJADH\n",
      "pred: SMJADH\n",
      "true: T6JM\n",
      "pred: T6JM\n",
      "true: XAPWRX\n",
      "pred: XAPWRX\n",
      "true: 5KBE\n",
      "pred: 5KBE\n",
      "true: HP5J\n",
      "pred: HP5J\n",
      "true: 96TU\n",
      "pred: 96TU\n",
      "true: E63Y3\n",
      "pred: E63Y3\n",
      "true: TS6A\n",
      "pred: TS6A\n",
      "true: TU5PRV\n",
      "pred: TU5PRV\n",
      "true: 9V66JW\n",
      "pred: 9V66JW\n",
      "true: RSVC\n",
      "pred: RSVC\n",
      "true: V65R\n",
      "pred: V65R\n",
      "true: MJVK\n",
      "pred: MJVK\n",
      "true: 5Y9KB\n",
      "pred: 5Y9KB\n",
      "true: 3PH8\n",
      "pred: 3PH8\n",
      "true: XXVTNX\n",
      "pred: XXVTNX\n",
      "true: V5YX\n",
      "pred: V5YX\n",
      "true: 5A9J6\n",
      "pred: 5A9J6\n",
      "true: MPMR\n",
      "pred: MPMR\n",
      "true: YB3DC\n",
      "pred: YB3DC\n",
      "true: UJN4B\n",
      "pred: UJN4B\n",
      "true: W9HNMY\n",
      "pred: W9HNMY\n",
      "true: KTDMX\n",
      "pred: KTDMX\n",
      "true: VNWV\n",
      "pred: VNWV\n",
      "true: B5J8\n",
      "pred: B5J8\n",
      "true: 6X66\n",
      "pred: 6X66\n",
      "true: WTTPK\n",
      "pred: WTTPK\n",
      "true: RPMC\n",
      "pred: RPMC\n",
      "true: 5XSKRW\n",
      "pred: 5XSKRW\n",
      "true: SSHR\n",
      "pred: SSHR\n",
      "true: CYRBKC\n",
      "pred: CYRBKC\n",
      "true: VSDN\n",
      "pred: VSDN\n",
      "true: N965\n",
      "pred: N965\n",
      "true: AS6XT4\n",
      "pred: AS6XT4\n",
      "true: C6CSM\n",
      "pred: C6CSM\n",
      "true: 3N3X\n",
      "pred: 3N3X\n",
      "true: 6XX8\n",
      "pred: 6XX8\n",
      "true: X34M\n",
      "pred: X34M\n",
      "true: 36TBHW\n",
      "pred: 36TBHW\n",
      "true: W8U9\n",
      "pred: W8U9\n",
      "true: 5WYP\n",
      "pred: 5WYP\n",
      "true: BPXM\n",
      "pred: BPXM\n",
      "true: JJJD9\n",
      "pred: JJJD9\n",
      "true: 4J5YAW\n",
      "pred: 4J5YAW\n",
      "true: TVEB\n",
      "pred: TVEB\n",
      "true: UH6NP9\n",
      "pred: UH6NP9\n",
      "true: 59MM4H\n",
      "pred: 59MM4H\n",
      "true: HUHD\n",
      "pred: HUHD\n",
      "true: 6TC3\n",
      "pred: 6TC3\n",
      "true: CHV3\n",
      "pred: CHV3\n",
      "true: KTYHK5\n",
      "pred: KTYHK5\n",
      "true: TNM8D\n",
      "pred: TNM8D\n",
      "true: VKX38\n",
      "pred: VKX38\n",
      "true: SHPNMW\n",
      "pred: SHPNMW\n",
      "true: YUXMHP\n",
      "pred: YUXMHP\n",
      "true: XBS5\n",
      "pred: XBS5\n",
      "true: DW3HYN\n",
      "pred: DW3HYN\n",
      "true: 6BRJR\n",
      "pred: 6BRJR\n",
      "true: D5RR9K\n",
      "pred: D5RR9K\n",
      "true: NJMT\n",
      "pred: NJMT\n",
      "true: 5RSUT6\n",
      "pred: 5RSUT6\n",
      "true: 33DUWC\n",
      "pred: 33DUWC\n",
      "true: BCV854\n",
      "pred: BCV854\n",
      "true: 8AXS\n",
      "pred: 8AXS\n",
      "true: NPKJ\n",
      "pred: NPKJ\n",
      "true: X3T6SE\n",
      "pred: X3T6SE\n",
      "true: JKXUD\n",
      "pred: JKXUD\n",
      "true: 8BDTX\n",
      "pred: 8BDTX\n",
      "true: WU8KK\n",
      "pred: WU8KK\n",
      "true: Y3SYY\n",
      "pred: Y3SYY\n",
      "true: UXHYNP\n",
      "pred: UXHYNP\n",
      "true: 85KD\n",
      "pred: 85KD\n",
      "true: YW3UNJ\n",
      "pred: YW3UNJ\n",
      "true: MRCB3\n",
      "pred: MRCB3\n",
      "true: E6CTH\n",
      "pred: E6CTH\n",
      "true: B3N99\n",
      "pred: B3N99\n",
      "true: DPM39\n",
      "pred: DPM39\n",
      "true: 5VDK56\n",
      "pred: 5VDK56\n",
      "true: JHTC\n",
      "pred: JHTC\n",
      "true: KPESH\n",
      "pred: KPESH\n",
      "true: YT4BMR\n",
      "pred: YT4BMR\n",
      "true: XKK64\n",
      "pred: XKK64\n",
      "true: 3534NY\n",
      "pred: 3534NY\n",
      "true: KYREVS\n",
      "pred: KYREVS\n",
      "true: AHD3Y\n",
      "pred: AHD3Y\n",
      "true: B6JB\n",
      "pred: B6JB\n",
      "true: CKUTU\n",
      "pred: CKUTU\n",
      "true: T8P5\n",
      "pred: T8P5\n",
      "true: RCB9\n",
      "pred: RCB9\n",
      "true: DKXT\n",
      "pred: DKXT\n",
      "true: DS6K3H\n",
      "pred: DS6K3H\n",
      "true: VDVD\n",
      "pred: VDVD\n",
      "true: A4BNV9\n",
      "pred: A4BNV9\n",
      "true: YTM4XH\n",
      "pred: YTM4XH\n",
      "true: Y6CJ\n",
      "pred: Y6CJ\n",
      "true: VYEUB\n",
      "pred: VYEUB\n",
      "true: WSYKWH\n",
      "pred: WSYKWH\n",
      "true: R85YA\n",
      "pred: R85YA\n",
      "true: 8BDYAU\n",
      "pred: 8BDYAU\n",
      "true: EBR5B\n",
      "pred: EBR5B\n",
      "true: ANAN6\n",
      "pred: ANAN6\n",
      "true: DU359\n",
      "pred: DU359\n",
      "true: SB8A\n",
      "pred: SB8A\n",
      "true: VT4J\n",
      "pred: VT4J\n",
      "true: W5BD3\n",
      "pred: W5BD3\n",
      "true: NVWP6R\n",
      "pred: NVWP6R\n",
      "true: 638JUB\n",
      "pred: 638JUB\n",
      "true: TESTA\n",
      "pred: TESTA\n",
      "true: NH6JS\n",
      "pred: NH6JS\n",
      "true: KP39J\n",
      "pred: KP39J\n",
      "true: U55T\n",
      "pred: U55T\n",
      "true: RSJX4M\n",
      "pred: RSJX4M\n",
      "true: UAUK\n",
      "pred: UAUK\n",
      "true: DKUJ\n",
      "pred: DKUJ\n",
      "true: 56VRY\n",
      "pred: 56VRY\n",
      "true: CKXE6\n",
      "pred: CKXE6\n",
      "true: KKAM3\n",
      "pred: KKAM3\n",
      "true: 6N8BP\n",
      "pred: 6N8BP\n",
      "true: BJB4\n",
      "pred: BJB4\n",
      "true: HB8J\n",
      "pred: HB8J\n",
      "true: WYP6J\n",
      "pred: WYP6J\n",
      "true: 6JR9R\n",
      "pred: 6JR9R\n",
      "true: 3NJJ\n",
      "pred: 3NJJ\n",
      "true: 9JNP\n",
      "pred: 9JNP\n",
      "true: KKAJ\n",
      "pred: KKAJ\n",
      "true: 8XS5UC\n",
      "pred: 8XS5UC\n",
      "true: D4J4ET\n",
      "pred: D4J4ET\n",
      "true: K5WPS\n",
      "pred: K5WPS\n",
      "true: DXWPS\n",
      "pred: DXWPS\n",
      "true: M3XET\n",
      "pred: M3XET\n",
      "true: KYD6W6\n",
      "pred: KYD6W6\n",
      "true: NCKPC\n",
      "pred: NCKPC\n",
      "true: BDDX\n",
      "pred: BDDX\n",
      "true: A39X8E\n",
      "pred: A39X8E\n",
      "true: 685D\n",
      "pred: 685D\n",
      "true: YVNJ\n",
      "pred: YVNJ\n",
      "true: WRRX\n",
      "pred: WRRX\n",
      "true: 69UDAV\n",
      "pred: 69UDAV\n",
      "true: T8JM\n",
      "pred: T8JM\n",
      "true: 4B9DP\n",
      "pred: 4B9DP\n",
      "true: JP4TDB\n",
      "pred: JP4TDB\n",
      "true: 98VU\n",
      "pred: 98VU\n",
      "true: HCS6Y4\n",
      "pred: HCS6Y4\n",
      "true: YBT3\n",
      "pred: YBT3\n",
      "true: 6D6X\n",
      "pred: 6D6X\n",
      "true: DAM5\n",
      "pred: DAM5\n",
      "true: HMDCBB\n",
      "pred: HMDCBB\n",
      "true: DP49J\n",
      "pred: DP49J\n",
      "true: PVAUEK\n",
      "pred: PVAUEK\n",
      "true: 5KDVY8\n",
      "pred: 5KDVY8\n",
      "true: D9SNAE\n",
      "pred: D9SNAE\n",
      "true: UDT3\n",
      "pred: UDT3\n",
      "true: KDDS55\n",
      "pred: KDDS55\n",
      "true: RBS8\n",
      "pred: RBS8\n",
      "true: N3PJB\n",
      "pred: N3PJB\n",
      "true: J5BR6\n",
      "pred: J5BR6\n",
      "true: 5XCK\n",
      "pred: 5XCK\n",
      "true: H6DY\n",
      "pred: H6DY\n",
      "true: ASK8RU\n",
      "pred: ASK8RU\n",
      "true: JHDME\n",
      "pred: JHDME\n",
      "true: MU3A8\n",
      "pred: MU3A8\n",
      "true: 9YB3PE\n",
      "pred: 9YB3PE\n",
      "true: RUYS\n",
      "pred: RUYS\n",
      "true: CVNW8\n",
      "pred: CVNW8\n",
      "true: 4JBNA\n",
      "pred: 4JBNA\n",
      "true: N3W9S\n",
      "pred: N3W9S\n",
      "true: K8HE5\n",
      "pred: K8HE5\n",
      "true: USNMR\n",
      "pred: USNMR\n",
      "true: P33WY8\n",
      "pred: P33WY8\n",
      "true: 68AY\n",
      "pred: 68AY\n",
      "true: Y9EP\n",
      "pred: Y9EP\n",
      "true: K4VPAP\n",
      "pred: K4VPAP\n",
      "true: CPX9W\n",
      "pred: CPX9W\n",
      "true: WC389U\n",
      "pred: WC389U\n",
      "true: H883\n",
      "pred: H883\n",
      "true: DYP4\n",
      "pred: DYP4\n",
      "true: 349JCN\n",
      "pred: 349JCN\n",
      "true: E933X\n",
      "pred: E933X\n",
      "true: YHK8X\n",
      "pred: YHK8X\n",
      "true: DPJNW\n",
      "pred: DPJNW\n",
      "true: X8TEB\n",
      "pred: X8TEB\n",
      "true: Y6EWW4\n",
      "pred: Y6EWW4\n",
      "true: MHVJ\n",
      "pred: MHVJ\n",
      "true: AAMTE\n",
      "pred: AAMTE\n",
      "true: D9XMJ6\n",
      "pred: D9XMJ6\n",
      "true: XTPNHH\n",
      "pred: XTPNHH\n",
      "true: VHY8SM\n",
      "pred: VHY8SM\n",
      "true: VB89\n",
      "pred: VB89\n",
      "true: M8JXW9\n",
      "pred: M8JXW9\n",
      "true: HXRE9\n",
      "pred: HXRE9\n",
      "true: YT4YA\n",
      "pred: YT4YA\n",
      "true: 4VWWB6\n",
      "pred: 4VWWB6\n",
      "true: 9MYYME\n",
      "pred: 9MYYME\n",
      "true: KM8PW\n",
      "pred: KM8PW\n",
      "true: S63RXA\n",
      "pred: S63RXA\n",
      "true: VRWK44\n",
      "pred: VRWK44\n",
      "true: SXC6BN\n",
      "pred: SXC6BN\n",
      "true: S4AE\n",
      "pred: S4AE\n",
      "true: 3ADUV\n",
      "pred: 3ADUV\n",
      "true: JRXB6\n",
      "pred: JRXB6\n",
      "true: 6KCT\n",
      "pred: 6KCT\n",
      "true: WUUC\n",
      "pred: WUUC\n",
      "true: 36HNNT\n",
      "pred: 36HNNT\n",
      "true: 6RKK\n",
      "pred: 6RKK\n",
      "true: U5XU\n",
      "pred: U5XU\n",
      "true: NM49S\n",
      "pred: NM49S\n",
      "true: J3RPS3\n",
      "pred: J3RPS3\n",
      "true: 8YYRC\n",
      "pred: 8YYRC\n",
      "true: VRSHHY\n",
      "pred: VRSHHY\n",
      "true: PJHUYC\n",
      "pred: PJHUYC\n",
      "true: KMB3\n",
      "pred: KMB3\n",
      "true: 3R5CM\n",
      "pred: 3R5CM\n",
      "true: 9YAV5A\n",
      "pred: 9YAV5A\n",
      "true: DDCWRM\n",
      "pred: DDCWRM\n",
      "true: H54XV6\n",
      "pred: H54XV6\n",
      "true: WPYA\n",
      "pred: WPYA\n",
      "true: UDBXUN\n",
      "pred: UDBXUN\n",
      "true: H5EK3\n",
      "pred: H5EK3\n",
      "true: MDNX\n",
      "pred: MDNX\n",
      "true: 5Y8NWV\n",
      "pred: 5Y8NWV\n",
      "true: KA56X\n",
      "pred: KA56X\n",
      "true: ABPP\n",
      "pred: ABPP\n",
      "true: DCEK\n",
      "pred: DCEK\n",
      "true: ET4VEW\n",
      "pred: ET4VEW\n",
      "true: 4MN5\n",
      "pred: 4MN5\n",
      "true: HXYDK9\n",
      "pred: HXYDK9\n",
      "true: 3XJY\n",
      "pred: 3XJY\n",
      "true: 49AM\n",
      "pred: 49AM\n",
      "true: PJNBD\n",
      "pred: PJNBD\n",
      "true: VT4XH\n",
      "pred: VT4XH\n",
      "true: KVSM\n",
      "pred: KVSM\n",
      "true: VMXDDE\n",
      "pred: VMXDDE\n",
      "true: 63UV\n",
      "pred: 63UV\n",
      "true: N9XJ\n",
      "pred: N9XJ\n",
      "true: 8936A\n",
      "pred: 8936A\n",
      "true: 58WR\n",
      "pred: 58WR\n",
      "true: WYCK\n",
      "pred: WYCK\n",
      "true: NVJ6\n",
      "pred: NVJ6\n",
      "true: NRVUJA\n",
      "pred: NRVUJA\n",
      "true: C6BVN\n",
      "pred: C6BVN\n",
      "true: 8DD45\n",
      "pred: 8DD45\n",
      "true: DBJ99\n",
      "pred: DBJ99\n",
      "true: M6N4A\n",
      "pred: M6N4A\n",
      "true: E4C3\n",
      "pred: E4C3\n",
      "true: 489EA6\n",
      "pred: 489EA6\n",
      "true: SHCB\n",
      "pred: SHCB\n",
      "true: JUMUA\n",
      "pred: JUMUA\n",
      "true: WYPV8\n",
      "pred: WYPV8\n",
      "true: T8HP8\n",
      "pred: T8HP8\n",
      "true: WC9JT\n",
      "pred: WC9JT\n",
      "true: RK86\n",
      "pred: RK86\n",
      "true: DM385N\n",
      "pred: DM385N\n",
      "true: 9WHN\n",
      "pred: 9WHN\n",
      "true: X5TW6K\n",
      "pred: X5TW6K\n",
      "true: M8NC\n",
      "pred: M8NC\n",
      "true: THUJAN\n",
      "pred: THUJAN\n",
      "true: 36YPPY\n",
      "pred: 36YPPY\n",
      "true: J3J6\n",
      "pred: J3J6\n",
      "true: BE9HS\n",
      "pred: BE9HS\n",
      "true: R9D3\n",
      "pred: R9D3\n",
      "true: 5UXJP\n",
      "pred: 5UXJP\n",
      "true: VHDU\n",
      "pred: VHDU\n",
      "true: 8CE8\n",
      "pred: 8CE8\n",
      "true: 8U8J8K\n",
      "pred: 8U8J8K\n",
      "true: UACVB\n",
      "pred: UACVB\n",
      "true: M6AU58\n",
      "pred: M6AU58\n",
      "true: KPXX\n",
      "pred: KPXX\n",
      "true: ENJ6U\n",
      "pred: ENJ6U\n",
      "true: 569R6\n",
      "pred: 569R6\n",
      "true: YTEJV\n",
      "pred: YTEJV\n",
      "true: SJHU5\n",
      "pred: SJHU5\n",
      "true: BSSV\n",
      "pred: BSSV\n",
      "true: SRKW\n",
      "pred: SRKW\n",
      "true: B53B\n",
      "pred: B53B\n",
      "true: A53SD\n",
      "pred: A53SD\n",
      "true: Y3J5BD\n",
      "pred: Y3J5BD\n",
      "true: 63R9\n",
      "pred: 63R9\n",
      "true: JVS8\n",
      "pred: JVS8\n",
      "true: 6PVX6\n",
      "pred: 6PVX6\n",
      "true: BY6KT\n",
      "pred: BY6KT\n",
      "true: WNHN\n",
      "pred: WNHN\n",
      "true: XDC3\n",
      "pred: XDC3\n",
      "true: 88MA\n",
      "pred: 88MA\n",
      "true: HYTK\n",
      "pred: HYTK\n",
      "true: TNSEM8\n",
      "pred: TNSEM8\n",
      "true: E9DX\n",
      "pred: E9DX\n",
      "true: AN4PA\n",
      "pred: AN4PA\n",
      "true: 8K53T9\n",
      "pred: 8K53T9\n",
      "true: 9KR5\n",
      "pred: 9KR5\n",
      "true: UYYVPV\n",
      "pred: UYYVPV\n",
      "true: 9T5ED\n",
      "pred: 9T5ED\n",
      "true: W36EMS\n",
      "pred: W36EMS\n",
      "true: D4NNJ\n",
      "pred: D4NNJ\n",
      "true: DKRYN3\n",
      "pred: DKRYN3\n",
      "true: RJKB\n",
      "pred: RJKB\n",
      "true: 4RCVNW\n",
      "pred: 4RCVNW\n",
      "true: XMXXK\n",
      "pred: XMXXK\n",
      "true: AXU48\n",
      "pred: AXU48\n",
      "true: CC8SYD\n",
      "pred: CC8SYD\n",
      "true: DCKDU\n",
      "pred: DCKDU\n",
      "true: 6N9Y6U\n",
      "pred: 6N9Y6U\n",
      "true: 9B6D\n",
      "pred: 9B6D\n",
      "true: V4A4\n",
      "pred: V4A4\n",
      "true: 43VYXX\n",
      "pred: 43VYXX\n",
      "true: 9PJ3W4\n",
      "pred: 9PJ3W4\n",
      "true: WW3Y\n",
      "pred: WW3Y\n",
      "true: B8PB\n",
      "pred: B8PB\n",
      "true: NVNCP6\n",
      "pred: NVNCP6\n",
      "true: 8VRS5N\n",
      "pred: 8VRS5N\n",
      "true: AATWKJ\n",
      "pred: AATWKJ\n",
      "true: ETBK\n",
      "pred: ETBK\n",
      "true: JBJB\n",
      "pred: JBJB\n",
      "true: DUCWWT\n",
      "pred: DUCWWT\n",
      "true: JBBJED\n",
      "pred: JBBJED\n",
      "true: VEES36\n",
      "pred: VEES36\n",
      "true: REA8H4\n",
      "pred: REA8H4\n",
      "true: BTAY\n",
      "pred: BTAY\n",
      "true: 6MCU9B\n",
      "pred: 6MCU9B\n",
      "true: APBEY4\n",
      "pred: APBEY4\n",
      "true: 6VRH\n",
      "pred: 6VRH\n",
      "true: EYY3\n",
      "pred: EYY3\n",
      "true: DDN3\n",
      "pred: DDN3\n",
      "true: VHRBR\n",
      "pred: VHRBR\n",
      "true: NDXM3E\n",
      "pred: NDXM3E\n",
      "true: DNYU\n",
      "pred: DNYU\n",
      "true: NMYUS\n",
      "pred: NMYUS\n",
      "true: JRXR\n",
      "pred: JRXR\n",
      "true: M5M9SJ\n",
      "pred: M5M9SJ\n",
      "true: V8KNAJ\n",
      "pred: V8KNAJ\n",
      "true: CN4Y\n",
      "pred: CN4Y\n",
      "true: PTN63\n",
      "pred: PTN63\n",
      "true: ARPCNK\n",
      "pred: ARPCNK\n",
      "true: P4B6\n",
      "pred: P4B6\n",
      "true: 639J89\n",
      "pred: 639J89\n",
      "true: WHJ4SU\n",
      "pred: WHJ4SU\n",
      "true: TPUJ\n",
      "pred: TPUJ\n",
      "true: S9UXB\n",
      "pred: S9UXB\n",
      "true: EAWM\n",
      "pred: EAWM\n",
      "true: XSDP\n",
      "pred: XSDP\n",
      "true: 3CB6CA\n",
      "pred: 3CB6CA\n",
      "true: M4N43T\n",
      "pred: M4N43T\n",
      "true: BU4E\n",
      "pred: BU4E\n",
      "true: EK9TV\n",
      "pred: EK9TV\n",
      "true: HK5SW\n",
      "pred: HK5SW\n",
      "true: BNJCE\n",
      "pred: BNJCE\n",
      "true: VM3YX\n",
      "pred: VM3YX\n",
      "true: EAYHAH\n",
      "pred: EAYHAH\n",
      "true: NY8H\n",
      "pred: NY8H\n",
      "true: YWCRRP\n",
      "pred: YWCRRP\n",
      "true: PYBXD\n",
      "pred: PYBXD\n",
      "true: 5C5E\n",
      "pred: 5C5E\n",
      "true: 5VP98\n",
      "pred: 5VP98\n",
      "true: MXYSE\n",
      "pred: MXYSE\n",
      "true: 5E8SJ\n",
      "pred: 5E8SJ\n",
      "true: T9W9XP\n",
      "pred: T9W9XP\n",
      "true: 6483PV\n",
      "pred: 6483PV\n",
      "true: 6XKR6A\n",
      "pred: 6XKR6A\n",
      "true: CCYJ\n",
      "pred: CCYJ\n",
      "true: METM\n",
      "pred: METM\n",
      "true: XMPW\n",
      "pred: XMPW\n",
      "true: JA3JV\n",
      "pred: JA3JV\n",
      "true: W4XY\n",
      "pred: W4XY\n",
      "true: M5AT\n",
      "pred: M5AT\n",
      "true: 33T4S\n",
      "pred: 33T4S\n",
      "true: 9NCHUD\n",
      "pred: 9NCHUD\n",
      "true: 8XA8S\n",
      "pred: 8XA8S\n",
      "true: SVEMPT\n",
      "pred: SVEMPT\n",
      "true: 3U3PB\n",
      "pred: 3U3PB\n",
      "true: 3UVM\n",
      "pred: 3UVM\n",
      "true: 4WCKWV\n",
      "pred: 4WCKWV\n",
      "true: VJXMA\n",
      "pred: VJXMA\n",
      "true: PW6N\n",
      "pred: PW6N\n",
      "true: J6VP9\n",
      "pred: J6VP9\n",
      "true: 8KC6\n",
      "pred: 8KC6\n",
      "true: NTJ4C\n",
      "pred: NTJ4C\n",
      "true: SAJA\n",
      "pred: SAJA\n",
      "true: KE3V\n",
      "pred: KE3V\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: 46VX\n",
      "pred: 46VX\n",
      "true: C5RA\n",
      "pred: C5RA\n",
      "true: H5VNB\n",
      "pred: H5VNB\n",
      "true: 55K9\n",
      "pred: 55K9\n",
      "true: JBHSW\n",
      "pred: JBHSW\n",
      "true: T8YJV\n",
      "pred: T8YJV\n",
      "true: RSTSB4\n",
      "pred: RSTSB4\n",
      "true: 9UK3W6\n",
      "pred: 9UK3W6\n",
      "true: KTYR3\n",
      "pred: KTYR3\n",
      "true: 4S3W\n",
      "pred: 4S3W\n",
      "true: MU4AH\n",
      "pred: MU4AH\n",
      "true: R9MD\n",
      "pred: R9MD\n",
      "true: KASYUU\n",
      "pred: KASYUU\n",
      "true: NRPV\n",
      "pred: NRPV\n",
      "true: XTYA\n",
      "pred: XTYA\n",
      "true: N3YC9\n",
      "pred: N3YC9\n",
      "true: 6AAK\n",
      "pred: 6AAK\n",
      "true: E6AUD\n",
      "pred: E6AUD\n",
      "true: CHPSYN\n",
      "pred: CHPSYN\n",
      "true: H4JNXX\n",
      "pred: H4JNXX\n",
      "true: 9CHM9\n",
      "pred: 9CHM9\n",
      "true: 5NMM\n",
      "pred: 5NMM\n",
      "true: T6TD\n",
      "pred: T6TD\n",
      "true: 56JH6\n",
      "pred: 56JH6\n",
      "true: DJPWA\n",
      "pred: DJPWA\n",
      "true: 3BS6N\n",
      "pred: 3BS6N\n",
      "true: A4B3\n",
      "pred: A4B3\n",
      "true: HXVUS\n",
      "pred: HXVUS\n",
      "true: 6KV34\n",
      "pred: 6KV34\n",
      "true: 9SEYN\n",
      "pred: 9SEYN\n",
      "true: EBUMA\n",
      "pred: EBUMA\n",
      "true: Y5MY\n",
      "pred: Y5MY\n",
      "true: 339M8M\n",
      "pred: 339M8M\n",
      "true: P6YYPE\n",
      "pred: P6YYPE\n",
      "true: 8BEEU\n",
      "pred: 8BEEU\n",
      "true: UJVWJM\n",
      "pred: UJVWJM\n",
      "true: BAE5J\n",
      "pred: BAE5J\n",
      "true: H3CU\n",
      "pred: H3CU\n",
      "true: 8NN9AH\n",
      "pred: 8NN9AH\n",
      "true: CEADP\n",
      "pred: CEADP\n",
      "true: MYSE4\n",
      "pred: MYSE4\n",
      "true: BN6H4Y\n",
      "pred: BN6H4Y\n",
      "true: J5TET\n",
      "pred: J5TET\n",
      "true: YVSB3S\n",
      "pred: YVSB3S\n",
      "true: JHNCUV\n",
      "pred: JHNCUV\n",
      "true: 8KU5\n",
      "pred: 8KU5\n",
      "true: 5XMY\n",
      "pred: 5XMY\n",
      "true: TW9JEP\n",
      "pred: TW9JEP\n",
      "true: EP59M\n",
      "pred: EP59M\n",
      "true: WT5HS\n",
      "pred: WT5HS\n",
      "true: XH9Y9H\n",
      "pred: XH9Y9H\n",
      "true: WPD8\n",
      "pred: WPD8\n",
      "true: 5NN3T\n",
      "pred: 5NN3T\n",
      "true: PWENY\n",
      "pred: PWENY\n",
      "true: TCPM5\n",
      "pred: TCPM5\n",
      "true: 4MC9\n",
      "pred: 4MC9\n",
      "true: PN45U9\n",
      "pred: PN45U9\n",
      "true: 8993\n",
      "pred: 8993\n",
      "true: YJ6MW\n",
      "pred: YJ6MW\n",
      "true: BYKNN\n",
      "pred: BYKNN\n",
      "true: KP54W\n",
      "pred: KP54W\n",
      "true: S9REW\n",
      "pred: S9REW\n",
      "true: XCDT4\n",
      "pred: XCDT4\n",
      "true: B4DYC3\n",
      "pred: B4DYC3\n",
      "true: N859\n",
      "pred: N859\n",
      "true: X5BYDB\n",
      "pred: X5BYDB\n",
      "true: HJ53K\n",
      "pred: HJ53K\n",
      "true: 5WAN4\n",
      "pred: 5WAN4\n",
      "true: V6T9DH\n",
      "pred: V6T9DH\n",
      "true: BVD9\n",
      "pred: BVD9\n",
      "true: WEA5R\n",
      "pred: WEA5R\n",
      "true: XCPRP\n",
      "pred: XCPRP\n",
      "true: 5RUK3\n",
      "pred: 5RUK3\n",
      "true: HEJJE\n",
      "pred: HEJJE\n",
      "true: U694\n",
      "pred: U694\n",
      "true: XTSR36\n",
      "pred: XTSR36\n",
      "true: ENHTJ\n",
      "pred: ENHTJ\n",
      "true: XNU5DE\n",
      "pred: XNU5DE\n",
      "true: JP8P\n",
      "pred: JP8P\n",
      "true: BYTHW4\n",
      "pred: BYTHW4\n",
      "true: 8WYS9\n",
      "pred: 8WYS9\n",
      "true: D3MME\n",
      "pred: D3MME\n",
      "true: RRP8\n",
      "pred: RRP8\n",
      "true: S5CTB\n",
      "pred: S5CTB\n",
      "true: 4BAD\n",
      "pred: 4BAD\n",
      "true: BXCNC\n",
      "pred: BXCNC\n",
      "true: JK6AW\n",
      "pred: JK6AW\n",
      "true: WD4K\n",
      "pred: WD4K\n",
      "true: 9YWT\n",
      "pred: 9YWT\n",
      "true: X5985C\n",
      "pred: X5985C\n",
      "true: SB9J\n",
      "pred: SB9J\n",
      "true: HE6A\n",
      "pred: HE6A\n",
      "true: DHP5\n",
      "pred: DHP5\n",
      "true: AUNC\n",
      "pred: AUNC\n",
      "true: KC89\n",
      "pred: KC89\n",
      "true: P5TD\n",
      "pred: P5TD\n",
      "true: XA8R\n",
      "pred: XA8R\n",
      "true: TV8K5\n",
      "pred: TV8K5\n",
      "true: 5CKBS\n",
      "pred: 5CKBS\n",
      "true: RJMC3\n",
      "pred: RJMC3\n",
      "true: NCH6\n",
      "pred: NCH6\n",
      "true: MUNB9\n",
      "pred: MUNB9\n",
      "true: MMTMM\n",
      "pred: MMTMM\n",
      "true: XK5W\n",
      "pred: XK5W\n",
      "true: 4CUUW\n",
      "pred: 4CUUW\n",
      "true: CDN89\n",
      "pred: CDN89\n",
      "true: E9XC\n",
      "pred: E9XC\n",
      "true: J6ENM\n",
      "pred: J6ENM\n",
      "true: EXNPT\n",
      "pred: EXNPT\n",
      "true: H9SYYY\n",
      "pred: H9SYYY\n",
      "true: 4T43TT\n",
      "pred: 4T43TT\n",
      "true: NNJ8TW\n",
      "pred: NNJ8TW\n",
      "true: XRK6R9\n",
      "pred: XRK6R9\n",
      "true: 6JEY\n",
      "pred: 6JEY\n",
      "true: BXBNWB\n",
      "pred: BXBNWB\n",
      "true: 4HX3\n",
      "pred: 4HX3\n",
      "true: KDPHPN\n",
      "pred: KDPHPN\n",
      "true: JWKYV\n",
      "pred: JWKYV\n",
      "true: C4JD\n",
      "pred: C4JD\n",
      "true: E9TJA\n",
      "pred: E9TJA\n",
      "true: V85UP\n",
      "pred: V85UP\n",
      "true: THPM\n",
      "pred: THPM\n",
      "true: D3E9J\n",
      "pred: D3E9J\n",
      "true: RA4X3\n",
      "pred: RA4X3\n",
      "true: ASHV\n",
      "pred: ASHV\n",
      "true: 6MUTT\n",
      "pred: 6MUTT\n",
      "true: D5V5\n",
      "pred: D5V5\n",
      "true: 6MTU\n",
      "pred: 6MTU\n",
      "true: RCUYB\n",
      "pred: RCUYB\n",
      "true: DD4K\n",
      "pred: DD4K\n",
      "true: 43BJ6\n",
      "pred: 43BJ6\n",
      "true: Y6VDMJ\n",
      "pred: Y6VDMJ\n",
      "true: EXAKRN\n",
      "pred: EXAKRN\n",
      "true: B6KDA\n",
      "pred: B6KDA\n",
      "true: N5YR\n",
      "pred: N5YR\n",
      "true: M4M8\n",
      "pred: M4M8\n",
      "true: M9AP\n",
      "pred: M9AP\n",
      "true: SKB4\n",
      "pred: SKB4\n",
      "true: 84UE\n",
      "pred: 84UE\n",
      "true: EBHY8U\n",
      "pred: EBHY8U\n",
      "true: KW6XV\n",
      "pred: KW6XV\n",
      "true: CUPCP3\n",
      "pred: CUPCP3\n",
      "true: 5Y5B3\n",
      "pred: 5Y5B3\n",
      "true: CEAKPA\n",
      "pred: CEAKPA\n",
      "true: JYANNJ\n",
      "pred: JYANNJ\n",
      "true: Y5KYV\n",
      "pred: Y5KYV\n",
      "true: YAPCBS\n",
      "pred: YAPCBS\n",
      "true: ESKU\n",
      "pred: ESKU\n",
      "true: E3SKA\n",
      "pred: E3SKA\n",
      "true: EMCS\n",
      "pred: EMCS\n",
      "true: W89Y4\n",
      "pred: W89Y4\n",
      "true: P4ER\n",
      "pred: P4ER\n",
      "true: SXMS6\n",
      "pred: SXMS6\n",
      "true: 95HK\n",
      "pred: 95HK\n",
      "true: EBY8N4\n",
      "pred: EBY8N4\n",
      "true: X536HW\n",
      "pred: X536HW\n",
      "true: PJ3HXJ\n",
      "pred: PJ3HXJ\n",
      "true: ED93\n",
      "pred: ED93\n",
      "true: MH6H\n",
      "pred: MH6H\n",
      "true: XXD8\n",
      "pred: XXD8\n",
      "true: YNM4R\n",
      "pred: YNM4R\n",
      "true: 359HT5\n",
      "pred: 359HT5\n",
      "true: CB9A\n",
      "pred: CB9A\n",
      "true: 994AY\n",
      "pred: 994AY\n",
      "true: PHSX3C\n",
      "pred: PHSX3C\n",
      "true: VYWM\n",
      "pred: VYWM\n",
      "true: C5N5\n",
      "pred: C5N5\n",
      "true: BSX8S\n",
      "pred: BSX8S\n",
      "true: NSX3\n",
      "pred: NSX3\n",
      "true: 859W\n",
      "pred: 859W\n",
      "true: CYJD6\n",
      "pred: CYJD6\n",
      "true: 4JB45V\n",
      "pred: 4JB45V\n",
      "true: E3CV\n",
      "pred: E3CV\n",
      "true: M59HJ5\n",
      "pred: M59HJ5\n",
      "true: ACMD5\n",
      "pred: ACMD5\n",
      "true: VMY3D\n",
      "pred: VMY3D\n",
      "true: 4NBE85\n",
      "pred: 4NBE85\n",
      "true: 63CU\n",
      "pred: 63CU\n",
      "true: H6E8\n",
      "pred: H6E8\n",
      "true: HXE9A\n",
      "pred: HXE9A\n",
      "true: 54B5\n",
      "pred: 54B5\n",
      "true: JCDUKH\n",
      "pred: JCDUKH\n",
      "true: V6YEW\n",
      "pred: V6YEW\n",
      "true: 9KSY\n",
      "pred: 9KSY\n",
      "true: VETHV\n",
      "pred: VETHV\n",
      "true: 4KYWUV\n",
      "pred: 4KYWUV\n",
      "true: TXVWBE\n",
      "pred: TXVWBE\n",
      "true: SNTHM\n",
      "pred: SNTHM\n",
      "true: E6UNVY\n",
      "pred: E6UNVY\n",
      "true: MSNTA\n",
      "pred: MSNTA\n",
      "true: V69A\n",
      "pred: V69A\n",
      "true: YED4\n",
      "pred: YED4\n",
      "true: RWW63\n",
      "pred: RWW63\n",
      "true: YNNDN\n",
      "pred: YNNDN\n",
      "true: Y4N8X\n",
      "pred: Y4N8X\n",
      "true: 5X88\n",
      "pred: 5X88\n",
      "true: PYSBD\n",
      "pred: PYSBD\n",
      "true: 83P9V\n",
      "pred: 83P9V\n",
      "true: ET46\n",
      "pred: ET46\n",
      "true: 3C99\n",
      "pred: 3C99\n",
      "true: HHXDH\n",
      "pred: HHXDH\n",
      "true: RW9P\n",
      "pred: RW9P\n",
      "true: X5EBTK\n",
      "pred: X5EBTK\n",
      "true: C3CP\n",
      "pred: C3CP\n",
      "true: DNUPW6\n",
      "pred: DNUPW6\n",
      "true: KCSA48\n",
      "pred: KCSA48\n",
      "true: 8ENRMX\n",
      "pred: 8ENRMX\n",
      "true: RP9W\n",
      "pred: RP9W\n",
      "true: S8X5\n",
      "pred: S8X5\n",
      "true: AP6S\n",
      "pred: AP6S\n",
      "true: NMUP\n",
      "pred: NMUP\n",
      "true: VESP\n",
      "pred: VESP\n",
      "true: YYEBY\n",
      "pred: YYEBY\n",
      "true: BVSB\n",
      "pred: BVSB\n",
      "true: YMDNT9\n",
      "pred: YMDNT9\n",
      "true: C8XAUJ\n",
      "pred: C8XAUJ\n",
      "true: H3UT\n",
      "pred: H3UT\n",
      "true: 3KYY3\n",
      "pred: 3KYY3\n",
      "true: KX5TT\n",
      "pred: KX5TT\n",
      "true: AVWA\n",
      "pred: AVWA\n",
      "true: DT9K\n",
      "pred: DT9K\n",
      "true: MHPJEP\n",
      "pred: MHPJEP\n",
      "true: 4XKXKK\n",
      "pred: 4XKXKK\n",
      "true: UVBB3\n",
      "pred: UVBB3\n",
      "true: XMERY\n",
      "pred: XMERY\n",
      "true: H5M3\n",
      "pred: H5M3\n",
      "true: JA88W3\n",
      "pred: JA88W3\n",
      "true: YJWHP\n",
      "pred: YJWHP\n",
      "true: V4AR\n",
      "pred: V4AR\n",
      "true: ACHEA\n",
      "pred: ACHEA\n",
      "true: 58PJEK\n",
      "pred: 58PJEK\n",
      "true: 63WC3V\n",
      "pred: 63WC3V\n",
      "true: HCV9W\n",
      "pred: HCV9W\n",
      "true: PS96T\n",
      "pred: PS96T\n",
      "true: M8NNJ6\n",
      "pred: M8NNJ6\n",
      "true: KBN8\n",
      "pred: KBN8\n",
      "true: CAWW4\n",
      "pred: CAWW4\n",
      "true: C6KP\n",
      "pred: C6KP\n",
      "true: XW5N9\n",
      "pred: XW5N9\n",
      "true: 3B838S\n",
      "pred: 3B838S\n",
      "true: RXDX\n",
      "pred: RXDX\n",
      "true: 4VAT9\n",
      "pred: 4VAT9\n",
      "true: 5TX3NC\n",
      "pred: 5TX3NC\n",
      "true: XBK4W\n",
      "pred: XBK4W\n",
      "true: J8C8\n",
      "pred: J8C8\n",
      "true: Y4S3P\n",
      "pred: Y4S3P\n",
      "true: PT6H\n",
      "pred: PT6H\n",
      "true: 9C6CE\n",
      "pred: 9C6CE\n",
      "true: HVHYK\n",
      "pred: HVHYK\n",
      "true: EB6STV\n",
      "pred: EB6STV\n",
      "true: 9XNW\n",
      "pred: 9XNW\n",
      "true: CT3V\n",
      "pred: CT3V\n",
      "true: ERUS6\n",
      "pred: ERUS6\n",
      "true: 4EYHEM\n",
      "pred: 4EYHEM\n",
      "true: ARMWY\n",
      "pred: ARMWY\n",
      "true: XU96WB\n",
      "pred: XU96WB\n",
      "true: AB9YR\n",
      "pred: AB9YR\n",
      "true: VH88P\n",
      "pred: VH88P\n",
      "true: HP4KUX\n",
      "pred: HP4KUX\n",
      "true: CXS6A\n",
      "pred: CXS6A\n",
      "true: 6PD8C\n",
      "pred: 6PD8C\n",
      "true: 4XP6\n",
      "pred: 4XP6\n",
      "true: PJY6BA\n",
      "pred: PJY6BA\n",
      "true: 853V6\n",
      "pred: 853V6\n",
      "true: 96CU9U\n",
      "pred: 96CU9U\n",
      "true: 3UDM6A\n",
      "pred: 3UDM6A\n",
      "true: 98WN\n",
      "pred: 98WN\n",
      "true: X9V839\n",
      "pred: X9V839\n",
      "true: WCD4\n",
      "pred: WCD4\n",
      "true: R3TXTJ\n",
      "pred: R3TXTJ\n",
      "true: 3XMR\n",
      "pred: 3XMR\n",
      "true: BRCC\n",
      "pred: BRCC\n",
      "true: A5CU9\n",
      "pred: A5CU9\n",
      "true: YTXA\n",
      "pred: YTXA\n",
      "true: XR5H5U\n",
      "pred: XR5H5U\n",
      "true: BNX4B\n",
      "pred: BNX4B\n",
      "true: SUXE\n",
      "pred: SUXE\n",
      "true: SVDH6D\n",
      "pred: SVDH6D\n",
      "true: HMHAW\n",
      "pred: HMHAW\n",
      "true: 469WB\n",
      "pred: 469WB\n",
      "true: AVMTUU\n",
      "pred: AVMTUU\n",
      "true: 96U3\n",
      "pred: 96U3\n",
      "true: 9SSU\n",
      "pred: 9SSU\n",
      "true: YSAMY\n",
      "pred: YSAMY\n",
      "true: RSMVT\n",
      "pred: RSMVT\n",
      "true: UY5B9C\n",
      "pred: UY5B9C\n",
      "true: 4MYBY\n",
      "pred: 4MYBY\n",
      "true: R6VS\n",
      "pred: R6VS\n",
      "true: SRRWSJ\n",
      "pred: SRRWSJ\n",
      "true: VX3NBX\n",
      "pred: VX3NBX\n",
      "true: 4UWAC\n",
      "pred: 4UWAC\n",
      "true: A8BU38\n",
      "pred: A8BU38\n",
      "true: Y36U\n",
      "pred: Y36U\n",
      "true: DBN6\n",
      "pred: DBN6\n",
      "true: DKU445\n",
      "pred: DKU445\n",
      "true: PR66\n",
      "pred: PR66\n",
      "true: N8JUX\n",
      "pred: N8JUX\n",
      "true: AMV5W\n",
      "pred: AMV5W\n",
      "true: VUB3S3\n",
      "pred: VUB3S3\n",
      "true: BRPTBM\n",
      "pred: BRPTBM\n",
      "true: 3PD55\n",
      "pred: 3PD55\n",
      "true: 6PSN\n",
      "pred: 6PSN\n",
      "true: Y3J3K\n",
      "pred: Y3J3K\n",
      "true: SMHJY\n",
      "pred: SMHJY\n",
      "true: W65Y\n",
      "pred: W65Y\n",
      "true: MVT3A\n",
      "pred: MVT3A\n",
      "true: 4WEH3C\n",
      "pred: 4WEH3C\n",
      "true: NSK8MS\n",
      "pred: NSK8MS\n",
      "true: 8DEHDT\n",
      "pred: 8DEHDT\n",
      "true: X66DK\n",
      "pred: X66DK\n",
      "true: SNCAJK\n",
      "pred: SNCAJK\n",
      "true: 83Y3A\n",
      "pred: 83Y3A\n",
      "true: 5BK5D\n",
      "pred: 5BK5D\n",
      "true: UXPRTP\n",
      "pred: UXPRTP\n",
      "true: 8RCJBK\n",
      "pred: 8RCJBK\n",
      "true: 9VYC\n",
      "pred: 9VYC\n",
      "true: KDKJY\n",
      "pred: KDKJY\n",
      "true: USMJW\n",
      "pred: USMJW\n",
      "true: NY85JE\n",
      "pred: NY85JE\n",
      "true: X6RTW\n",
      "pred: X6RTW\n",
      "true: DEHJPD\n",
      "pred: DEHJPD\n",
      "true: 8X5EXK\n",
      "pred: 8X5EXK\n",
      "true: 9YH38S\n",
      "pred: 9YH38S\n",
      "true: 8MNCE\n",
      "pred: 8MNCE\n",
      "true: P8B6\n",
      "pred: P8B6\n",
      "true: DBKYYA\n",
      "pred: DBKYYA\n",
      "true: RCCRYW\n",
      "pred: RCCRYW\n",
      "true: XXWJT8\n",
      "pred: XXWJT8\n",
      "true: KA4PB\n",
      "pred: KA4PB\n",
      "true: THNNVJ\n",
      "pred: THNNVJ\n",
      "true: EKDA4\n",
      "pred: EKDA4\n",
      "true: HCXPU\n",
      "pred: HCXPU\n",
      "true: 8JMCE\n",
      "pred: 8JMCE\n",
      "true: UBY4BS\n",
      "pred: UBY4BS\n",
      "true: RUUEYB\n",
      "pred: RUUEYB\n",
      "true: MJR33\n",
      "pred: MJR33\n",
      "true: NEW5\n",
      "pred: NEW5\n",
      "true: V9E8T\n",
      "pred: V9E8T\n",
      "true: 6V8D\n",
      "pred: 6V8D\n",
      "true: MWMHR\n",
      "pred: MWMHR\n",
      "true: 6K9JU\n",
      "pred: 6K9JU\n",
      "true: BMX5K\n",
      "pred: BMX5K\n",
      "true: 4YNNY\n",
      "pred: 4YNNY\n",
      "true: W8SB\n",
      "pred: W8SB\n",
      "true: CTC4\n",
      "pred: CTC4\n",
      "true: 4M3W5S\n",
      "pred: 4M3W5S\n",
      "true: MJB34\n",
      "pred: MJB34\n",
      "true: SP9P\n",
      "pred: SP9P\n",
      "true: PYXVTP\n",
      "pred: PYXVTP\n",
      "true: PU6REW\n",
      "pred: PU6REW\n",
      "true: 9XREK\n",
      "pred: 9XREK\n",
      "true: 4RUP5\n",
      "pred: 4RUP5\n",
      "true: 6KPJ\n",
      "pred: 6KPJ\n",
      "true: W9SUDK\n",
      "pred: W9SUDK\n",
      "true: TYTS8\n",
      "pred: TYTS8\n",
      "true: RCAU\n",
      "pred: RCAU\n",
      "true: S8VT4\n",
      "pred: S8VT4\n",
      "true: W9R6A\n",
      "pred: W9R6A\n",
      "true: MUR3\n",
      "pred: MUR3\n",
      "true: AVWW3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: AVWW3\n",
      "true: T53KA5\n",
      "pred: T53KA5\n",
      "true: YTTH6K\n",
      "pred: YTTH6K\n",
      "true: 4SUK3\n",
      "pred: 4SUK3\n",
      "true: 4EUARY\n",
      "pred: 4EUARY\n",
      "true: AMNUJ\n",
      "pred: AMNUJ\n",
      "true: 9NR8\n",
      "pred: 9NR8\n",
      "true: NWSH\n",
      "pred: NWSH\n",
      "true: U4XT\n",
      "pred: U4XT\n",
      "true: EJPTM\n",
      "pred: EJPTM\n",
      "true: 46DW4\n",
      "pred: 46DW4\n",
      "true: EEWHWM\n",
      "pred: EEWHWM\n",
      "true: TDDVW\n",
      "pred: TDDVW\n",
      "true: 53DT\n",
      "pred: 53DT\n",
      "true: HAENB\n",
      "pred: HAENB\n",
      "true: PVSNDR\n",
      "pred: PVSNDR\n",
      "true: 9HUSD3\n",
      "pred: 9HUSD3\n",
      "true: TXKCAN\n",
      "pred: TXKCAN\n",
      "true: NJXW\n",
      "pred: NJXW\n",
      "true: NMH85\n",
      "pred: NMH85\n",
      "true: RJ5SM\n",
      "pred: RJ5SM\n",
      "true: 9U358B\n",
      "pred: 9U358B\n",
      "true: BWW4UY\n",
      "pred: BWW4UY\n",
      "true: YCXB\n",
      "pred: YCXB\n",
      "true: CPAD\n",
      "pred: CPAD\n",
      "true: UVS9S3\n",
      "pred: UVS9S3\n",
      "true: 9YJHCE\n",
      "pred: 9YJHCE\n",
      "true: ESNEM\n",
      "pred: ESNEM\n",
      "true: WEJMPX\n",
      "pred: WEJMPX\n",
      "true: DPDBA\n",
      "pred: DPDBA\n",
      "true: JYYC\n",
      "pred: JYYC\n",
      "true: MBJV65\n",
      "pred: MBJV65\n",
      "true: BUJR\n",
      "pred: BUJR\n",
      "true: 9KEDJM\n",
      "pred: 9KEDJM\n",
      "true: D33UX\n",
      "pred: D33UX\n",
      "true: 9HR99\n",
      "pred: 9HR99\n",
      "true: SHJYB\n",
      "pred: SHJYB\n",
      "true: V8PH\n",
      "pred: V8PH\n",
      "true: S86UE\n",
      "pred: S86UE\n",
      "true: 6NJ5Y\n",
      "pred: 6NJ5Y\n",
      "true: HHPE\n",
      "pred: HHPE\n",
      "true: BAS86J\n",
      "pred: BAS86J\n",
      "true: B3X8\n",
      "pred: B3X8\n",
      "true: 3YRD\n",
      "pred: 3YRD\n",
      "true: RYUCP\n",
      "pred: RYUCP\n",
      "true: ECWKJ\n",
      "pred: ECWKJ\n",
      "true: R9UTR4\n",
      "pred: R9UTR4\n",
      "true: T5TUW\n",
      "pred: T5TUW\n",
      "true: 6J9CYM\n",
      "pred: 6J9CYM\n",
      "true: AXK9M\n",
      "pred: AXK9M\n",
      "true: UHSV\n",
      "pred: UHSV\n",
      "true: JJYYN\n",
      "pred: JJYYN\n",
      "true: D96UKR\n",
      "pred: D96UKR\n",
      "true: CE4K\n",
      "pred: CE4K\n",
      "true: EH3U\n",
      "pred: EH3U\n",
      "true: 6XPK\n",
      "pred: 6XPK\n",
      "true: V5YXBD\n",
      "pred: V5YXBD\n",
      "true: RPYKPU\n",
      "pred: RPYKPU\n",
      "true: MVKJ\n",
      "pred: MVKJ\n",
      "true: 39DTS6\n",
      "pred: 39DTS6\n",
      "true: J4SKS\n",
      "pred: J4SKS\n",
      "true: M6RT\n",
      "pred: M6RT\n",
      "true: 9KPVNS\n",
      "pred: 9KPVNS\n",
      "true: E8NJK\n",
      "pred: E8NJK\n",
      "true: 8NTB\n",
      "pred: 8NTB\n",
      "true: N55WTX\n",
      "pred: N55WTX\n",
      "true: R3BJ\n",
      "pred: R3BJ\n",
      "true: HBY4\n",
      "pred: HBY4\n",
      "true: BEWRUJ\n",
      "pred: BEWRUJ\n",
      "true: XB59\n",
      "pred: XB59\n",
      "true: RST8\n",
      "pred: RST8\n",
      "true: E6SR\n",
      "pred: E6SR\n",
      "true: T6E9KP\n",
      "pred: T6E9KP\n",
      "true: VSXCB\n",
      "pred: VSXCB\n",
      "true: 5JNC9J\n",
      "pred: 5JNC9J\n",
      "true: KKDW\n",
      "pred: KKDW\n",
      "true: 8EJSU\n",
      "pred: 8EJSU\n",
      "true: 43B333\n",
      "pred: 43B333\n",
      "true: XWV45\n",
      "pred: XWV45\n",
      "true: EHV9V3\n",
      "pred: EHV9V3\n",
      "true: JCMXA\n",
      "pred: JCMXA\n",
      "true: VCHA\n",
      "pred: VCHA\n",
      "true: A484MR\n",
      "pred: A484MR\n",
      "true: YT45MR\n",
      "pred: YT45MR\n",
      "true: RC48\n",
      "pred: RC48\n",
      "true: D44VN\n",
      "pred: D44VN\n",
      "true: 9ETRN\n",
      "pred: 9ETRN\n",
      "true: ASM9\n",
      "pred: ASM9\n",
      "true: 33BE\n",
      "pred: 33BE\n",
      "true: CCPD\n",
      "pred: CCPD\n",
      "true: MP6KY\n",
      "pred: MP6KY\n",
      "true: DT4S\n",
      "pred: DT4S\n",
      "true: 3CXHXE\n",
      "pred: 3CXHXE\n",
      "true: XWHY\n",
      "pred: XWHY\n",
      "true: BM8WU\n",
      "pred: BM8WU\n",
      "true: SDTDS\n",
      "pred: SDTDS\n",
      "true: JYMC\n",
      "pred: JYMC\n",
      "true: DYS9Y\n",
      "pred: DYS9Y\n",
      "true: EEHU9\n",
      "pred: EEHU9\n",
      "true: C8HK\n",
      "pred: C8HK\n",
      "true: P3TM\n",
      "pred: P3TM\n",
      "true: 8WKEJA\n",
      "pred: 8WKEJA\n",
      "true: 86MA3P\n",
      "pred: 86MA3P\n",
      "true: PBPC\n",
      "pred: PBPC\n",
      "true: U8M6E\n",
      "pred: U8M6E\n",
      "true: 6YKCX\n",
      "pred: 6YKCX\n",
      "true: PCSKHB\n",
      "pred: PCSKHB\n",
      "true: XVAVH\n",
      "pred: XVAVH\n",
      "true: WHWA\n",
      "pred: WHWA\n",
      "true: VUSU\n",
      "pred: VUSU\n",
      "true: J6XAVM\n",
      "pred: J6XAVM\n",
      "true: J5A6\n",
      "pred: J5A6\n",
      "true: PXVKVW\n",
      "pred: PXVKVW\n",
      "true: 5P3A\n",
      "pred: 5P3A\n",
      "true: XPCAX9\n",
      "pred: XPCAX9\n",
      "true: A4RU8B\n",
      "pred: A4RU8B\n",
      "true: TWTT9Y\n",
      "pred: TWTT9Y\n",
      "true: CA39S\n",
      "pred: CA39S\n",
      "true: SKBSB\n",
      "pred: SKBSB\n",
      "true: TJB9\n",
      "pred: TJB9\n",
      "true: R5EKAT\n",
      "pred: R5EKAT\n",
      "true: EUSYA\n",
      "pred: EUSYA\n",
      "true: 4MYDH\n",
      "pred: 4MYDH\n",
      "true: 9WSJ\n",
      "pred: 9WSJ\n",
      "true: YPDJ\n",
      "pred: YPDJ\n",
      "true: 999U\n",
      "pred: 999U\n",
      "true: XBN63\n",
      "pred: XBN63\n",
      "true: D5XY45\n",
      "pred: D5XY45\n",
      "true: UDHB\n",
      "pred: UDHB\n",
      "true: HJPK\n",
      "pred: HJPK\n",
      "true: VDPK\n",
      "pred: VDPK\n",
      "true: 4SS3\n",
      "pred: 4SS3\n",
      "true: 3TK9K8\n",
      "pred: 3TK9K8\n",
      "true: EN63\n",
      "pred: EN63\n",
      "true: JTEV\n",
      "pred: JTEV\n",
      "true: P9SYX\n",
      "pred: P9SYX\n",
      "true: NBA6PT\n",
      "pred: NBA6PT\n",
      "true: W3S36M\n",
      "pred: W3S36M\n",
      "true: YMBN9\n",
      "pred: YMBN9\n",
      "true: NBSJK\n",
      "pred: NBSJK\n",
      "true: 5TT3CE\n",
      "pred: 5TT3CE\n",
      "true: YX59\n",
      "pred: YX59\n",
      "true: NKTH\n",
      "pred: NKTH\n",
      "true: YMEJJV\n",
      "pred: YMEJJV\n",
      "true: XBS9M9\n",
      "pred: XBS9M9\n",
      "true: WJJ45A\n",
      "pred: WJJ45A\n",
      "true: PKTS\n",
      "pred: PKTS\n",
      "true: KVXM6P\n",
      "pred: KVXM6P\n",
      "true: HTRDMD\n",
      "pred: HTRDMD\n",
      "true: K4U4T\n",
      "pred: K4U4T\n",
      "true: JR4YB\n",
      "pred: JR4YB\n",
      "true: VXNXV\n",
      "pred: VXNXV\n",
      "true: 6H5AK\n",
      "pred: 6H5AK\n",
      "true: 46TB\n",
      "pred: 46TB\n",
      "true: 656ET3\n",
      "pred: 656ET3\n",
      "true: EJUWAY\n",
      "pred: EJUWAY\n",
      "true: 58YA8\n",
      "pred: 58YA8\n",
      "true: 3TV6H3\n",
      "pred: 3TV6H3\n",
      "true: WX6J4\n",
      "pred: WX6J4\n",
      "true: 566UW8\n",
      "pred: 566UW8\n",
      "true: 35D4JA\n",
      "pred: 35D4JA\n",
      "true: CY5R\n",
      "pred: CY5R\n",
      "true: MYTD\n",
      "pred: MYTD\n",
      "true: VWWAA\n",
      "pred: VWWAA\n",
      "true: A6UPV\n",
      "pred: A6UPV\n",
      "true: V9WRS\n",
      "pred: V9WRS\n",
      "true: EMV6JP\n",
      "pred: EMV6JP\n",
      "true: MSEY\n",
      "pred: MSEY\n",
      "true: NKAW\n",
      "pred: NKAW\n",
      "true: JXAY\n",
      "pred: JXAY\n",
      "true: P4SSY\n",
      "pred: P4SSY\n",
      "true: E89DRJ\n",
      "pred: E89DRJ\n",
      "true: WTCHB\n",
      "pred: WTCHB\n",
      "true: PDP4\n",
      "pred: PDP4\n",
      "true: K55CJ\n",
      "pred: K55CJ\n",
      "true: STY4\n",
      "pred: STY4\n",
      "true: T5YR\n",
      "pred: T5YR\n",
      "true: 3NXR4T\n",
      "pred: 3NXR4T\n",
      "true: KJRXCT\n",
      "pred: KJRXCT\n",
      "true: WCUMS\n",
      "pred: WCUMS\n",
      "true: EK4RVH\n",
      "pred: EK4RVH\n",
      "true: 4VMHW\n",
      "pred: 4VMHW\n",
      "true: AUUPPT\n",
      "pred: AUUPPT\n",
      "true: SU34K\n",
      "pred: SU34K\n",
      "true: 3RCNW4\n",
      "pred: 3RCNW4\n",
      "true: 4RTB6S\n",
      "pred: 4RTB6S\n",
      "true: UMXK\n",
      "pred: UMXK\n",
      "true: 3JCC\n",
      "pred: 3JCC\n",
      "true: 98Y5R5\n",
      "pred: 98Y5R5\n",
      "true: PTUBSX\n",
      "pred: PTUBSX\n",
      "true: HSSS\n",
      "pred: HSSS\n",
      "true: TM85TW\n",
      "pred: TM85TW\n",
      "true: B64BK\n",
      "pred: B64BK\n",
      "true: B4E8\n",
      "pred: B4E8\n",
      "true: 6RPY\n",
      "pred: 6RPY\n",
      "true: EVWE\n",
      "pred: EVWE\n",
      "true: CSBT9E\n",
      "pred: CSBT9E\n",
      "true: HBEXX\n",
      "pred: HBEXX\n",
      "true: MAW3\n",
      "pred: MAW3\n",
      "true: Y95U3Y\n",
      "pred: Y95U3Y\n",
      "true: C4DM\n",
      "pred: C4DM\n",
      "true: KEBA\n",
      "pred: KEBA\n",
      "true: TAT6VW\n",
      "pred: TAT6VW\n",
      "true: K9C5DA\n",
      "pred: K9C5DA\n",
      "true: BSAB\n",
      "pred: BSAB\n",
      "true: BRJNCV\n",
      "pred: BRJNCV\n",
      "true: 9HDSW\n",
      "pred: 9HDSW\n",
      "true: 4H3BK\n",
      "pred: 4H3BK\n",
      "true: M9UN\n",
      "pred: M9UN\n",
      "true: 4SY9P6\n",
      "pred: 4SY9P6\n",
      "true: NYVBP\n",
      "pred: NYVBP\n",
      "true: PEAK5\n",
      "pred: PEAK5\n",
      "true: RHY3\n",
      "pred: RHY3\n",
      "true: KPXC5T\n",
      "pred: KPXC5T\n",
      "true: X5RK\n",
      "pred: X5RK\n",
      "true: 639ARM\n",
      "pred: 639ARM\n",
      "true: N4NX4X\n",
      "pred: N4NX4X\n",
      "true: XY5T\n",
      "pred: XY5T\n",
      "true: 3NKS\n",
      "pred: 3NKS\n",
      "true: UV4E\n",
      "pred: UV4E\n",
      "true: XM6S86\n",
      "pred: XM6S86\n",
      "true: T83V\n",
      "pred: T83V\n",
      "true: 6CAXS\n",
      "pred: 6CAXS\n",
      "true: YXJV\n",
      "pred: YXJV\n",
      "true: USJ8NS\n",
      "pred: USJ8NS\n",
      "true: W6NK\n",
      "pred: W6NK\n",
      "true: SKUJ\n",
      "pred: SKUJ\n",
      "true: WXMX3J\n",
      "pred: WXMX3J\n",
      "true: X954DV\n",
      "pred: X954DV\n",
      "true: C3WK\n",
      "pred: C3WK\n",
      "true: JRM5\n",
      "pred: JRM5\n",
      "true: EE8X\n",
      "pred: EE8X\n",
      "true: TJ6XPD\n",
      "pred: TJ6XPD\n",
      "true: 3DRXP\n",
      "pred: 3DRXP\n",
      "true: 8XCRX\n",
      "pred: 8XCRX\n",
      "true: C866\n",
      "pred: C866\n",
      "true: NUXHH\n",
      "pred: NUXHH\n",
      "true: H6J9CY\n",
      "pred: H6J9CY\n",
      "true: HKC3TH\n",
      "pred: HKC3TH\n",
      "true: VADRW\n",
      "pred: VADRW\n",
      "true: 6SMA\n",
      "pred: 6SMA\n",
      "true: DC5Y\n",
      "pred: DC5Y\n",
      "true: YKTBK\n",
      "pred: YKTBK\n",
      "true: XS6U6\n",
      "pred: XS6U6\n",
      "true: A8N39\n",
      "pred: A8N39\n",
      "true: KTVC\n",
      "pred: KTVC\n",
      "true: 5EP6\n",
      "pred: 5EP6\n",
      "true: VPCB58\n",
      "pred: VPCB58\n",
      "true: WA6T8\n",
      "pred: WA6T8\n",
      "true: 49W3C\n",
      "pred: 49W3C\n",
      "true: TE5C8\n",
      "pred: TE5C8\n",
      "true: UYNC9S\n",
      "pred: UYNC9S\n",
      "true: EEEW\n",
      "pred: EEEW\n",
      "true: WR44H\n",
      "pred: WR44H\n",
      "true: CH8V\n",
      "pred: CH8V\n",
      "true: XYYA5W\n",
      "pred: XYYA5W\n",
      "true: MK6T\n",
      "pred: MK6T\n",
      "true: S33K\n",
      "pred: S33K\n",
      "true: HWYW4\n",
      "pred: HWYW4\n",
      "true: N6D4BP\n",
      "pred: N6D4BP\n",
      "true: T3XB\n",
      "pred: T3XB\n",
      "true: B499U\n",
      "pred: B499U\n",
      "true: 96E9P\n",
      "pred: 96E9P\n",
      "true: P45K4W\n",
      "pred: P45K4W\n",
      "true: KBRXC\n",
      "pred: KBRXC\n",
      "true: 5BH9N\n",
      "pred: 5BH9N\n",
      "true: 9ANUV\n",
      "pred: 9ANUV\n",
      "true: EKAE4\n",
      "pred: EKAE4\n",
      "true: 3BYTB\n",
      "pred: 3BYTB\n",
      "true: BBTP6\n",
      "pred: BBTP6\n",
      "true: Y5DV\n",
      "pred: Y5DV\n",
      "true: 3E9UM\n",
      "pred: 3E9UM\n",
      "true: K65YVM\n",
      "pred: K65YVM\n",
      "true: MUYSHM\n",
      "pred: MUYSHM\n",
      "true: TDTV\n",
      "pred: TDTV\n",
      "true: 5M4UXE\n",
      "pred: 5M4UXE\n",
      "true: MY6PEW\n",
      "pred: MY6PEW\n",
      "true: ATUW\n",
      "pred: ATUW\n",
      "true: R8JUU\n",
      "pred: R8JUU\n",
      "true: SUHB9S\n",
      "pred: SUHB9S\n",
      "true: 6H5B\n",
      "pred: 6H5B\n",
      "true: WSXW\n",
      "pred: WSXW\n",
      "true: W4RWW\n",
      "pred: W4RWW\n",
      "true: 6HXY\n",
      "pred: 6HXY\n",
      "true: Y4D5\n",
      "pred: Y4D5\n",
      "true: KK5SXC\n",
      "pred: KK5SXC\n",
      "true: P5AW\n",
      "pred: P5AW\n",
      "true: HHSPU\n",
      "pred: HHSPU\n",
      "true: 4UU64\n",
      "pred: 4UU64\n",
      "true: KYUUM\n",
      "pred: KYUUM\n",
      "true: 64K8\n",
      "pred: 64K8\n",
      "true: SE9HVY\n",
      "pred: SE9HVY\n",
      "true: SAN6\n",
      "pred: SAN6\n",
      "true: C5HEK\n",
      "pred: C5HEK\n",
      "true: B885\n",
      "pred: B885\n",
      "true: HNVAT\n",
      "pred: HNVAT\n",
      "true: CH8JR\n",
      "pred: CH8JR\n",
      "true: BBES9B\n",
      "pred: BBES9B\n",
      "true: U5PNMW\n",
      "pred: U5PNMW\n",
      "true: PBV5\n",
      "pred: PBV5\n",
      "true: MKCWAA\n",
      "pred: MKCWAA\n",
      "true: 3C8N\n",
      "pred: 3C8N\n",
      "true: TAN99R\n",
      "pred: TAN99R\n",
      "true: W9UR\n",
      "pred: W9UR\n",
      "true: CSXSBJ\n",
      "pred: CSXSBJ\n",
      "true: URU3XV\n",
      "pred: URU3XV\n",
      "true: 96645E\n",
      "pred: 96645E\n",
      "true: 86HW\n",
      "pred: 86HW\n",
      "true: AXEJV3\n",
      "pred: AXEJV3\n",
      "true: NENE\n",
      "pred: NENE\n",
      "true: 6DEWA6\n",
      "pred: 6DEWA6\n",
      "true: NAUH\n",
      "pred: NAUH\n",
      "true: VNBNMH\n",
      "pred: VNBNMH\n",
      "true: YBDB6H\n",
      "pred: YBDB6H\n",
      "true: 8WVA\n",
      "pred: 8WVA\n",
      "true: UEJNB\n",
      "pred: UEJNB\n",
      "true: 33D5JN\n",
      "pred: 33D5JN\n",
      "true: 9RYE\n",
      "pred: 9RYE\n",
      "true: BB3J\n",
      "pred: BB3J\n",
      "true: PB8U\n",
      "pred: PB8U\n",
      "true: KUWPT8\n",
      "pred: KUWPT8\n",
      "true: 3ED9\n",
      "pred: 3ED9\n",
      "true: 6WHC\n",
      "pred: 6WHC\n",
      "true: VKBBP9\n",
      "pred: VKBBP9\n",
      "true: M6PWTE\n",
      "pred: M6PWTE\n",
      "true: AYXD\n",
      "pred: AYXD\n",
      "true: M3J6VW\n",
      "pred: M3J6VW\n",
      "true: JCTERE\n",
      "pred: JCTERE\n",
      "true: EADCT\n",
      "pred: EADCT\n",
      "true: 3EE8HA\n",
      "pred: 3EE8HA\n",
      "true: YH8R\n",
      "pred: YH8R\n",
      "true: 8DYY5K\n",
      "pred: 8DYY5K\n",
      "true: 8RBT\n",
      "pred: 8RBT\n",
      "true: 4ADVS\n",
      "pred: 4ADVS\n",
      "true: SPXC\n",
      "pred: SPXC\n",
      "true: M386W\n",
      "pred: M386W\n",
      "true: WPH649\n",
      "pred: WPH649\n",
      "true: U8DH\n",
      "pred: U8DH\n",
      "true: Y3V9C\n",
      "pred: Y3V9C\n",
      "true: EWSBR\n",
      "pred: EWSBR\n",
      "true: TSSS\n",
      "pred: TSSS\n",
      "true: SUHH6D\n",
      "pred: SUHH6D\n",
      "true: V3SD\n",
      "pred: V3SD\n",
      "true: 4P8X\n",
      "pred: 4P8X\n",
      "true: 5C3U\n",
      "pred: 5C3U\n",
      "true: WD9HU\n",
      "pred: WD9HU\n",
      "true: JMUY\n",
      "pred: JMUY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: Y9WYW9\n",
      "pred: Y9WYW9\n",
      "true: AC6MSW\n",
      "pred: AC6MSW\n",
      "true: CUECY\n",
      "pred: CUECY\n",
      "true: JWSHWS\n",
      "pred: JWSHWS\n",
      "true: T3NK\n",
      "pred: T3NK\n",
      "true: T5UMU\n",
      "pred: T5UMU\n",
      "true: HTEPNY\n",
      "pred: HTEPNY\n",
      "true: W8JA\n",
      "pred: W8JA\n",
      "true: 8AATCB\n",
      "pred: 8AATCB\n",
      "true: UDWC\n",
      "pred: UDWC\n",
      "true: 4XX4\n",
      "pred: 4XX4\n",
      "true: EHV6\n",
      "pred: EHV6\n",
      "true: SE8XHJ\n",
      "pred: SE8XHJ\n",
      "true: M8US\n",
      "pred: M8US\n",
      "true: NHJ6UJ\n",
      "pred: NHJ6UJ\n",
      "true: MNPW\n",
      "pred: MNPW\n",
      "true: V5VH\n",
      "pred: V5VH\n",
      "true: JN8R49\n",
      "pred: JN8R49\n",
      "true: TCRMAB\n",
      "pred: TCRMAB\n",
      "true: D3P6T9\n",
      "pred: D3P6T9\n",
      "true: D4M65\n",
      "pred: D4M65\n",
      "true: 934PA\n",
      "pred: 934PA\n",
      "true: 95KXYS\n",
      "pred: 95KXYS\n",
      "true: 5ASSKC\n",
      "pred: 5ASSKC\n",
      "true: UDUM\n",
      "pred: UDUM\n",
      "true: WYBV\n",
      "pred: WYBV\n",
      "true: K4B8AV\n",
      "pred: K4B8AV\n",
      "true: BB33\n",
      "pred: BB33\n",
      "true: SECV59\n",
      "pred: SECV59\n",
      "true: Y9T6M\n",
      "pred: Y9T6M\n",
      "true: ASC5\n",
      "pred: ASC5\n",
      "true: UAVPX\n",
      "pred: UAVPX\n",
      "true: RDVWA5\n",
      "pred: RDVWA5\n",
      "true: 3AWBMB\n",
      "pred: 3AWBMB\n",
      "true: STWK\n",
      "pred: STWK\n",
      "true: 8BTWCV\n",
      "pred: 8BTWCV\n",
      "true: T9WN3\n",
      "pred: T9WN3\n",
      "true: RCHH4\n",
      "pred: RCHH4\n",
      "true: N4YK\n",
      "pred: N4YK\n",
      "true: PNUNH\n",
      "pred: PNUNH\n",
      "true: EHKM\n",
      "pred: EHKM\n",
      "true: AS9J4K\n",
      "pred: AS9J4K\n",
      "true: B8TE9\n",
      "pred: B8TE9\n",
      "true: TR55\n",
      "pred: TR55\n",
      "true: UY43U\n",
      "pred: UY43U\n",
      "true: RW5AD\n",
      "pred: RW5AD\n",
      "true: YEV5\n",
      "pred: YEV5\n",
      "true: BNCVX5\n",
      "pred: BNCVX5\n",
      "true: AXTD\n",
      "pred: AXTD\n",
      "true: 3H3RWP\n",
      "pred: 3H3RWP\n",
      "true: K6XMYK\n",
      "pred: K6XMYK\n",
      "true: TPVXP\n",
      "pred: TPVXP\n",
      "true: YPHUKD\n",
      "pred: YPHUKD\n",
      "true: WC8DX\n",
      "pred: WC8DX\n",
      "true: 6JSEDS\n",
      "pred: 6JSEDS\n",
      "true: WD4EVS\n",
      "pred: WD4EVS\n",
      "true: EETXE4\n",
      "pred: EETXE4\n",
      "true: 99H4V9\n",
      "pred: 99H4V9\n",
      "true: 9P4XSY\n",
      "pred: 9P4XSY\n",
      "true: KUTV9\n",
      "pred: KUTV9\n",
      "true: VBSX\n",
      "pred: VBSX\n",
      "true: VS3N\n",
      "pred: VS3N\n",
      "true: NBXM\n",
      "pred: NBXM\n",
      "true: HSUX9\n",
      "pred: HSUX9\n",
      "true: A3NVRD\n",
      "pred: A3NVRD\n",
      "true: TVPCT5\n",
      "pred: TVPCT5\n",
      "true: 6HHY\n",
      "pred: 6HHY\n",
      "true: HKKJ9\n",
      "pred: HKKJ9\n",
      "true: YC99E\n",
      "pred: YC99E\n",
      "true: CJDAMN\n",
      "pred: CJDAMN\n",
      "true: YVU8M\n",
      "pred: YVU8M\n",
      "true: MBVHE\n",
      "pred: MBVHE\n",
      "true: B5UJW\n",
      "pred: B5UJW\n",
      "true: KEMCX8\n",
      "pred: KEMCX8\n",
      "true: 5E4KSJ\n",
      "pred: 5E4KSJ\n",
      "true: VN9UR\n",
      "pred: VN9UR\n",
      "true: JURA4\n",
      "pred: JURA4\n",
      "true: 4484\n",
      "pred: 4484\n",
      "true: TXJW\n",
      "pred: TXJW\n",
      "true: B9A5\n",
      "pred: B9A5\n",
      "true: ERXPR\n",
      "pred: ERXPR\n",
      "true: 9C5MUN\n",
      "pred: 9C5MUN\n",
      "true: 4BJK5\n",
      "pred: 4BJK5\n",
      "true: X9WY9\n",
      "pred: X9WY9\n",
      "true: EPYKN\n",
      "pred: EPYKN\n",
      "true: VUMY\n",
      "pred: VUMY\n",
      "true: BRUH\n",
      "pred: BRUH\n",
      "true: UHJV\n",
      "pred: UHJV\n",
      "true: MHM5D\n",
      "pred: MHM5D\n",
      "true: VERYP\n",
      "pred: VERYP\n",
      "true: ET3NV5\n",
      "pred: ET3NV5\n",
      "true: KCY8K\n",
      "pred: KCY8K\n",
      "true: 5PP3P\n",
      "pred: 5PP3P\n",
      "true: C456\n",
      "pred: C456\n",
      "true: 3HDEM\n",
      "pred: 3HDEM\n",
      "true: A8MYN\n",
      "pred: A8MYN\n",
      "true: 9DUYM8\n",
      "pred: 9DUYM8\n",
      "true: JX9BK\n",
      "pred: JX9BK\n",
      "true: JR5P\n",
      "pred: JR5P\n",
      "true: HRXE\n",
      "pred: HRXE\n",
      "true: Y48K\n",
      "pred: Y48K\n",
      "true: 5R9STK\n",
      "pred: 5R9STK\n",
      "true: W4WHRD\n",
      "pred: W4WHRD\n",
      "true: TEVW8\n",
      "pred: TEVW8\n",
      "true: PW59\n",
      "pred: PW59\n",
      "true: 64JV\n",
      "pred: 64JV\n",
      "true: NWMMCD\n",
      "pred: NWMMCD\n",
      "true: 8JBD46\n",
      "pred: 8JBD46\n",
      "true: 8H4C94\n",
      "pred: 8H4C94\n",
      "true: 3E8RU9\n",
      "pred: 3E8RU9\n",
      "true: V3SN\n",
      "pred: V3SN\n",
      "true: KNNKDX\n",
      "pred: KNNKDX\n",
      "true: C59PH\n",
      "pred: C59PH\n",
      "true: BVDT\n",
      "pred: BVDT\n",
      "true: 889M\n",
      "pred: 889M\n",
      "true: 8JRNW\n",
      "pred: 8JRNW\n",
      "true: DX55C8\n",
      "pred: DX55C8\n",
      "true: BXEUR\n",
      "pred: BXEUR\n",
      "true: KCMPR\n",
      "pred: KCMPR\n",
      "true: BPA9AW\n",
      "pred: BPA9AW\n",
      "true: X4U68\n",
      "pred: X4U68\n",
      "true: 6YRV\n",
      "pred: 6YRV\n",
      "true: HSDMK\n",
      "pred: HSDMK\n",
      "true: 6N6VWY\n",
      "pred: 6N6VWY\n",
      "true: J5Y8\n",
      "pred: J5Y8\n",
      "true: YMCVU5\n",
      "pred: YMCVU5\n",
      "true: BKDA\n",
      "pred: BKDA\n",
      "true: X4UTD\n",
      "pred: X4UTD\n",
      "true: 3BEB\n",
      "pred: 3BEB\n",
      "true: RXXEWS\n",
      "pred: RXXEWS\n",
      "true: Y44VH\n",
      "pred: Y44VH\n",
      "true: MW95VC\n",
      "pred: MW95VC\n",
      "true: D534\n",
      "pred: D534\n",
      "true: JMMP\n",
      "pred: JMMP\n",
      "true: 8CA9BS\n",
      "pred: 8CA9BS\n",
      "true: 5BY8\n",
      "pred: 5BY8\n",
      "true: TBEWU\n",
      "pred: TBEWU\n",
      "true: KCDA\n",
      "pred: KCDA\n",
      "true: JTWD8\n",
      "pred: JTWD8\n",
      "true: AC6VST\n",
      "pred: AC6VST\n",
      "true: E9RRV\n",
      "pred: E9RRV\n",
      "true: VTSTNE\n",
      "pred: VTSTNE\n",
      "true: 8J8W\n",
      "pred: 8J8W\n",
      "true: 5NB9D\n",
      "pred: 5NB9D\n",
      "true: W4NP\n",
      "pred: W4NP\n",
      "true: T96YCM\n",
      "pred: T96YCM\n",
      "true: 3E4R8D\n",
      "pred: 3E4R8D\n",
      "true: W9SSH\n",
      "pred: W9SSH\n",
      "true: 3YYAJW\n",
      "pred: 3YYAJW\n",
      "true: 856AK\n",
      "pred: 856AK\n",
      "true: C4ND\n",
      "pred: C4ND\n",
      "true: YM8PXB\n",
      "pred: YM8PXB\n",
      "true: MVCW\n",
      "pred: MVCW\n",
      "true: AXJ5KM\n",
      "pred: AXJ5KM\n",
      "true: B5M3\n",
      "pred: B5M3\n",
      "true: KPRHE\n",
      "pred: KPRHE\n",
      "true: JXYVB9\n",
      "pred: JXYVB9\n",
      "true: EJE5J3\n",
      "pred: EJE5J3\n",
      "true: 4SR6YV\n",
      "pred: 4SR6YV\n",
      "true: VUMA\n",
      "pred: VUMA\n",
      "true: 4YDNA\n",
      "pred: 4YDNA\n",
      "true: YET3\n",
      "pred: YET3\n",
      "true: SRMX\n",
      "pred: SRMX\n",
      "true: 3JXR5\n",
      "pred: 3JXR5\n",
      "true: CWV48T\n",
      "pred: CWV48T\n",
      "true: BHTN\n",
      "pred: BHTN\n",
      "true: P46W5\n",
      "pred: P46W5\n",
      "true: SHUS\n",
      "pred: SHUS\n",
      "true: XYTNX3\n",
      "pred: XYTNX3\n",
      "true: EB6XP\n",
      "pred: EB6XP\n",
      "true: VA6P3D\n",
      "pred: VA6P3D\n",
      "true: P3U9V8\n",
      "pred: P3U9V8\n",
      "true: USNM9\n",
      "pred: USNM9\n",
      "true: SV96\n",
      "pred: SV96\n",
      "true: 3YKE4\n",
      "pred: 3YKE4\n",
      "true: N6JD\n",
      "pred: N6JD\n",
      "true: WAD6AK\n",
      "pred: WAD6AK\n",
      "true: WK69H\n",
      "pred: WK69H\n",
      "true: B83X3B\n",
      "pred: B83X3B\n",
      "true: AYC86V\n",
      "pred: AYC86V\n",
      "true: CCE5\n",
      "pred: CCE5\n",
      "true: EB8CKN\n",
      "pred: EB8CKN\n",
      "true: K6MTM\n",
      "pred: K6MTM\n",
      "true: EYMM4\n",
      "pred: EYMM4\n",
      "true: 94YRU4\n",
      "pred: 94YRU4\n",
      "true: DBHJK\n",
      "pred: DBHJK\n",
      "true: R58W4\n",
      "pred: R58W4\n",
      "true: BV6C\n",
      "pred: BV6C\n",
      "true: AV4AR\n",
      "pred: AV4AR\n",
      "true: YUU3\n",
      "pred: YUU3\n",
      "true: CAXJDV\n",
      "pred: CAXJDV\n",
      "true: HW6SAK\n",
      "pred: HW6SAK\n",
      "true: VMB4YW\n",
      "pred: VMB4YW\n",
      "true: EVU6P\n",
      "pred: EVU6P\n",
      "true: H3EW\n",
      "pred: H3EW\n",
      "true: D4MSUX\n",
      "pred: D4MSUX\n",
      "true: A68DTN\n",
      "pred: A68DTN\n",
      "true: 6DSKP\n",
      "pred: 6DSKP\n",
      "true: KASKTP\n",
      "pred: KASKTP\n",
      "true: 6WJX\n",
      "pred: 6WJX\n",
      "true: 9PAR\n",
      "pred: 9PAR\n",
      "true: C8NV34\n",
      "pred: C8NV34\n",
      "true: U6E6\n",
      "pred: U6E6\n",
      "true: BUTD\n",
      "pred: BUTD\n",
      "true: AC3PE\n",
      "pred: AC3PE\n",
      "true: 36UMU\n",
      "pred: 36UMU\n",
      "true: 4DWEX6\n",
      "pred: 4DWEX6\n",
      "true: HW8KW\n",
      "pred: HW8KW\n",
      "true: BRT46J\n",
      "pred: BRT46J\n",
      "true: 5C8XE\n",
      "pred: 5C8XE\n",
      "true: DX4JUY\n",
      "pred: DX4JUY\n",
      "true: PHMRB\n",
      "pred: PHMRB\n",
      "true: B63S\n",
      "pred: B63S\n",
      "true: WKJN\n",
      "pred: WKJN\n",
      "true: NPX9\n",
      "pred: NPX9\n",
      "true: 5SAD\n",
      "pred: 5SAD\n",
      "true: 5MWVD\n",
      "pred: 5MWVD\n",
      "true: EJ6HX\n",
      "pred: EJ6HX\n",
      "true: C5VN\n",
      "pred: C5VN\n",
      "true: 6H3R4R\n",
      "pred: 6H3R4R\n",
      "true: 8R3KE\n",
      "pred: 8R3KE\n",
      "true: 9J84\n",
      "pred: 9J84\n",
      "true: HXBE3\n",
      "pred: HXBE3\n",
      "true: ACKM\n",
      "pred: ACKM\n",
      "true: PP39X9\n",
      "pred: PP39X9\n",
      "true: 5DDBP\n",
      "pred: 5DDBP\n",
      "true: DHHB\n",
      "pred: DHHB\n",
      "true: PNCH9E\n",
      "pred: PNCH9E\n",
      "true: PV3BN\n",
      "pred: PV3BN\n",
      "true: A88ATD\n",
      "pred: A88ATD\n",
      "true: 4WX5B\n",
      "pred: 4WX5B\n",
      "true: 5S8Y\n",
      "pred: 5S8Y\n",
      "true: NMRPV\n",
      "pred: NMRPV\n",
      "true: CTWHDX\n",
      "pred: CTWHDX\n",
      "true: HJKR\n",
      "pred: HJKR\n",
      "true: 98TJ\n",
      "pred: 98TJ\n",
      "true: DVXE\n",
      "pred: DVXE\n",
      "true: 9VP8JM\n",
      "pred: 9VP8JM\n",
      "true: T4RJNH\n",
      "pred: T4RJNH\n",
      "true: 5SJPH\n",
      "pred: 5SJPH\n",
      "true: UXBREW\n",
      "pred: UXBREW\n",
      "true: BCX4N5\n",
      "pred: BCX4N5\n",
      "true: WTCD\n",
      "pred: WTCD\n",
      "true: B4VA\n",
      "pred: B4VA\n",
      "true: KWC4N\n",
      "pred: KWC4N\n",
      "true: 3W3HW\n",
      "pred: 3W3HW\n",
      "true: ECDD\n",
      "pred: ECDD\n",
      "true: AYJH\n",
      "pred: AYJH\n",
      "true: 3MVA\n",
      "pred: 3MVA\n",
      "true: 6CSUCE\n",
      "pred: 6CSUCE\n",
      "true: SCBEP\n",
      "pred: SCBEP\n",
      "true: NB6WRT\n",
      "pred: NB6WRT\n",
      "true: BD5B\n",
      "pred: BD5B\n",
      "true: W3SSC\n",
      "pred: W3SSC\n",
      "true: 8UCEH\n",
      "pred: 8UCEH\n",
      "true: M4E4R\n",
      "pred: M4E4R\n",
      "true: 856MM\n",
      "pred: 856MM\n",
      "true: 6KS6B8\n",
      "pred: 6KS6B8\n",
      "true: 686W\n",
      "pred: 686W\n",
      "true: H4DRE8\n",
      "pred: H4DRE8\n",
      "true: N9YDRA\n",
      "pred: N9YDRA\n",
      "true: AX53K\n",
      "pred: AX53K\n",
      "true: NWW3\n",
      "pred: NWW3\n",
      "true: VDBH\n",
      "pred: VDBH\n",
      "true: SVBDV\n",
      "pred: SVBDV\n",
      "true: KDXXPX\n",
      "pred: KDXXPX\n",
      "true: SR9V\n",
      "pred: SR9V\n",
      "true: SKSKD\n",
      "pred: SKSKD\n",
      "true: XWC6TU\n",
      "pred: XWC6TU\n",
      "true: Y863\n",
      "pred: Y863\n",
      "true: EXM6\n",
      "pred: EXM6\n",
      "true: SW3RB\n",
      "pred: SW3RB\n",
      "true: TBE4H\n",
      "pred: TBE4H\n",
      "true: YDYCUM\n",
      "pred: YDYCUM\n",
      "true: KXC8\n",
      "pred: KXC8\n",
      "true: 3PP8D\n",
      "pred: 3PP8D\n",
      "true: 5RNT\n",
      "pred: 5RNT\n",
      "true: SMDUB\n",
      "pred: SMDUB\n",
      "true: MTTE\n",
      "pred: MTTE\n",
      "true: CJED5\n",
      "pred: CJED5\n",
      "true: SNMA\n",
      "pred: SNMA\n",
      "true: RKPV\n",
      "pred: RKPV\n",
      "true: TC4J\n",
      "pred: TC4J\n",
      "true: RX3A9V\n",
      "pred: RX3A9V\n",
      "true: Y8TC5U\n",
      "pred: Y8TC5U\n",
      "true: RX9HM\n",
      "pred: RX9HM\n",
      "true: 4XCEM\n",
      "pred: 4XCEM\n",
      "true: A4R5\n",
      "pred: A4R5\n",
      "true: 33N84C\n",
      "pred: 33N84C\n",
      "true: VJSEHX\n",
      "pred: VJSEHX\n",
      "true: 9CAX\n",
      "pred: 9CAX\n",
      "true: DB83\n",
      "pred: DB83\n",
      "true: E6PSB\n",
      "pred: E6PSB\n",
      "true: 8Y96\n",
      "pred: 8Y96\n",
      "true: 9KPEJ\n",
      "pred: 9KPEJ\n",
      "true: K5CN\n",
      "pred: K5CN\n",
      "true: MEHXP4\n",
      "pred: MEHXP4\n",
      "true: XXEA8K\n",
      "pred: XXEA8K\n",
      "true: HMJTB\n",
      "pred: HMJTB\n",
      "true: YKUV\n",
      "pred: YKUV\n",
      "true: U3BPS\n",
      "pred: U3BPS\n",
      "true: DHPH8\n",
      "pred: DHPH8\n",
      "true: YVXP5\n",
      "pred: YVXP5\n",
      "true: EKSTHD\n",
      "pred: EKSTHD\n",
      "true: CN5SN\n",
      "pred: CN5SN\n",
      "true: E46CH\n",
      "pred: E46CH\n",
      "true: 8HDV\n",
      "pred: 8HDV\n",
      "true: DCAP\n",
      "pred: DCAP\n",
      "true: V3W9VK\n",
      "pred: V3W9VK\n",
      "true: RTAVY\n",
      "pred: RTAVY\n",
      "true: W5XUC\n",
      "pred: W5XUC\n",
      "true: 6WDJ\n",
      "pred: 6WDJ\n",
      "true: 9AVUPA\n",
      "pred: 9AVUPA\n",
      "true: 3AACB4\n",
      "pred: 3AACB4\n",
      "true: CS8VWM\n",
      "pred: CS8VWM\n",
      "true: HEPY\n",
      "pred: HEPY\n",
      "true: S5BNB\n",
      "pred: S5BNB\n",
      "true: 9RUKX\n",
      "pred: 9RUKX\n",
      "true: DAD68E\n",
      "pred: DAD68E\n",
      "true: PVCSYY\n",
      "pred: PVCSYY\n",
      "true: 8WUHA\n",
      "pred: 8WUHA\n",
      "true: JKYHK\n",
      "pred: JKYHK\n",
      "true: A4JM\n",
      "pred: A4JM\n",
      "true: PPVK63\n",
      "pred: PPVK63\n",
      "true: UEP668\n",
      "pred: UEP668\n",
      "true: E6SADS\n",
      "pred: E6SADS\n",
      "true: CDUURR\n",
      "pred: CDUURR\n",
      "true: WSKU\n",
      "pred: WSKU\n",
      "true: W45W34\n",
      "pred: W45W34\n",
      "true: 3JJK\n",
      "pred: 3JJK\n",
      "true: BWXTDM\n",
      "pred: BWXTDM\n",
      "true: 6MA9K\n",
      "pred: 6MA9K\n",
      "true: EYAN\n",
      "pred: EYAN\n",
      "true: DBSS\n",
      "pred: DBSS\n",
      "true: H95VB\n",
      "pred: H95VB\n",
      "true: R8SBN\n",
      "pred: R8SBN\n",
      "true: YSVW\n",
      "pred: YSVW\n",
      "true: RYABDN\n",
      "pred: RYABDN\n",
      "true: U9PPW\n",
      "pred: U9PPW\n",
      "true: 53EV\n",
      "pred: 53EV\n",
      "true: HW99\n",
      "pred: HW99\n",
      "true: U9HKU\n",
      "pred: U9HKU\n",
      "true: 9YN3SR\n",
      "pred: 9YN3SR\n",
      "true: UB4AY\n",
      "pred: UB4AY\n",
      "true: UWPB\n",
      "pred: UWPB\n",
      "true: AKJ66\n",
      "pred: AKJ66\n",
      "true: NDJKM5\n",
      "pred: NDJKM5\n",
      "true: BP3BB\n",
      "pred: BP3BB\n",
      "true: V8U5\n",
      "pred: V8U5\n",
      "true: KAHMPN\n",
      "pred: KAHMPN\n",
      "true: 6KC3NR\n",
      "pred: 6KC3NR\n",
      "true: SHUNXT\n",
      "pred: SHUNXT\n",
      "true: XEM3\n",
      "pred: XEM3\n",
      "true: EUA6J\n",
      "pred: EUA6J\n",
      "true: 9SM5EA\n",
      "pred: 9SM5EA\n",
      "true: XAXD4\n",
      "pred: XAXD4\n",
      "true: 8MTT\n",
      "pred: 8MTT\n",
      "true: 8AU3EK\n",
      "pred: 8AU3EK\n",
      "true: ADVAU\n",
      "pred: ADVAU\n",
      "true: BSEB9U\n",
      "pred: BSEB9U\n",
      "true: 6Y38\n",
      "pred: 6Y38\n",
      "true: YB68\n",
      "pred: YB68\n",
      "true: PYP48\n",
      "pred: PYP48\n",
      "true: MCHTA\n",
      "pred: MCHTA\n",
      "true: EX4T\n",
      "pred: EX4T\n",
      "true: TUA5M\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: TUA5M\n",
      "true: TJDUE\n",
      "pred: TJDUE\n",
      "true: 5KS9\n",
      "pred: 5KS9\n",
      "true: TWKSS9\n",
      "pred: TWKSS9\n",
      "true: SKUB\n",
      "pred: SKUB\n",
      "true: 3VUVXW\n",
      "pred: 3VUVXW\n",
      "true: CM3D\n",
      "pred: CM3D\n",
      "true: UN49B\n",
      "pred: UN49B\n",
      "true: CMV6\n",
      "pred: CMV6\n",
      "true: AYTD\n",
      "pred: AYTD\n",
      "true: 8D3PU\n",
      "pred: 8D3PU\n",
      "true: CRPH5\n",
      "pred: CRPH5\n",
      "true: WK9N6\n",
      "pred: WK9N6\n",
      "true: JEJE\n",
      "pred: JEJE\n",
      "true: YKCW8\n",
      "pred: YKCW8\n",
      "true: YCRCCJ\n",
      "pred: YCRCCJ\n",
      "true: DXYYV\n",
      "pred: DXYYV\n",
      "true: NMC9R\n",
      "pred: NMC9R\n",
      "true: XSJS58\n",
      "pred: XSJS58\n",
      "true: YJSJ\n",
      "pred: YJSJ\n",
      "true: UNPV\n",
      "pred: UNPV\n",
      "true: BNXUVK\n",
      "pred: BNXUVK\n",
      "true: C33MA\n",
      "pred: C33MA\n",
      "true: PCX3\n",
      "pred: PCX3\n",
      "true: BE49RB\n",
      "pred: BE49RB\n",
      "true: C8DTSE\n",
      "pred: C8DTSE\n",
      "true: NMPUB\n",
      "pred: NMPUB\n",
      "true: H9ND\n",
      "pred: H9ND\n",
      "true: N5KR5R\n",
      "pred: N5KR5R\n",
      "true: MJKC5\n",
      "pred: MJKC5\n",
      "true: HACX\n",
      "pred: HACX\n",
      "true: XVPVT\n",
      "pred: XVPVT\n",
      "true: MSPHPN\n",
      "pred: MSPHPN\n",
      "true: X6H5\n",
      "pred: X6H5\n",
      "true: MCTA\n",
      "pred: MCTA\n",
      "true: JNTUUJ\n",
      "pred: JNTUUJ\n",
      "true: CRDYY\n",
      "pred: CRDYY\n",
      "true: VWUVWY\n",
      "pred: VWUVWY\n",
      "true: PKU8HX\n",
      "pred: PKU8HX\n",
      "true: B8JDMA\n",
      "pred: B8JDMA\n",
      "true: 8NRC5D\n",
      "pred: 8NRC5D\n",
      "true: D984E\n",
      "pred: D984E\n",
      "true: RXJP8\n",
      "pred: RXJP8\n",
      "true: YYE3SS\n",
      "pred: YYE3SS\n",
      "true: NESS9D\n",
      "pred: NESS9D\n",
      "true: 83TW4P\n",
      "pred: 83TW4P\n",
      "true: R396\n",
      "pred: R396\n",
      "true: HRHDJA\n",
      "pred: HRHDJA\n",
      "true: YDSYNP\n",
      "pred: YDSYNP\n",
      "true: J49TXR\n",
      "pred: J49TXR\n",
      "true: EVUR\n",
      "pred: EVUR\n",
      "true: KKDJ\n",
      "pred: KKDJ\n",
      "true: MH9TDN\n",
      "pred: MH9TDN\n",
      "true: HR89YD\n",
      "pred: HR89YD\n",
      "true: RY9R5\n",
      "pred: RY9R5\n",
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      "true: A6TC9\n",
      "pred: A6TC9\n",
      "true: PCANY\n",
      "pred: PCANY\n",
      "true: D3X5X6\n",
      "pred: D3X5X6\n",
      "true: YXV8Y\n",
      "pred: YXV8Y\n",
      "true: NTH5\n",
      "pred: NTH5\n",
      "true: 69USN\n",
      "pred: 69USN\n",
      "true: 8N5TK\n",
      "pred: 8N5TK\n",
      "true: 9C9CUA\n",
      "pred: 9C9CUA\n",
      "true: CJDH4U\n",
      "pred: CJDH4U\n",
      "true: P9RN\n",
      "pred: P9RN\n",
      "true: AY5R\n",
      "pred: AY5R\n",
      "true: WEHK9\n",
      "pred: WEHK9\n",
      "true: YTVA5\n",
      "pred: YTVA5\n",
      "true: 69HE5\n",
      "pred: 69HE5\n",
      "true: RAU4H\n",
      "pred: RAU4H\n",
      "true: NJT4\n",
      "pred: NJT4\n",
      "true: V9E4SX\n",
      "pred: V9E4SX\n",
      "true: MM4H\n",
      "pred: MM4H\n",
      "true: WV94\n",
      "pred: WV94\n",
      "true: N54VNH\n",
      "pred: N54VNH\n",
      "true: 4DETV4\n",
      "pred: 4DETV4\n",
      "true: A93D\n",
      "pred: A93D\n",
      "true: JXJMMC\n",
      "pred: JXJMMC\n",
      "true: WV3AJ\n",
      "pred: WV3AJ\n",
      "true: YRY8\n",
      "pred: YRY8\n",
      "true: S99VMT\n",
      "pred: S99VMT\n",
      "true: V3Y3SW\n",
      "pred: V3Y3SW\n",
      "true: KKAAX\n",
      "pred: KKAAX\n",
      "true: ADDV5U\n",
      "pred: ADDV5U\n",
      "true: HYNHXT\n",
      "pred: HYNHXT\n",
      "true: TBJ4\n",
      "pred: TBJ4\n",
      "true: A3E6\n",
      "pred: A3E6\n",
      "true: 8TCS\n",
      "pred: 8TCS\n",
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      "pred: T3XT\n",
      "true: 5UC6\n",
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      "true: UC4AJJ\n",
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      "true: 6YSV8\n",
      "pred: 6YSV8\n",
      "true: RXH98Y\n",
      "pred: RXH98Y\n",
      "true: TU9S\n",
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      "true: TEVDR\n",
      "pred: TEVDR\n",
      "true: DVNVSC\n",
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      "true: NUST\n",
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      "pred: V55YH\n",
      "true: WSD8D\n",
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      "true: 8HDSH\n",
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      "true: M8X64\n",
      "pred: M8X64\n",
      "true: U34B\n",
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      "true: 44D3T\n",
      "pred: 44D3T\n",
      "true: HP4V\n",
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      "true: S36N\n",
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      "true: SCBK\n",
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      "true: TEDMP\n",
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      "true: AHHRB\n",
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      "true: XJ3NMC\n",
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      "true: MMC4\n",
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      "true: ANVRHP\n",
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      "true: 68D4VU\n",
      "pred: 68D4VU\n",
      "true: 5BYSVA\n",
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      "true: 3D4ANM\n",
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      "true: 54E8Y3\n",
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      "true: XEXA\n",
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      "pred: BRH66\n",
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      "true: PWRU\n",
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      "true: 4EAT\n",
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      "true: XJENH6\n",
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      "true: XTEP3\n",
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      "true: AMMA\n",
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      "true: 3BSMS\n",
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      "true: PMT4\n",
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      "true: YCAMA\n",
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      "true: 9PTYT\n",
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      "true: UVTA\n",
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      "true: TXKU\n",
      "pred: TXKU\n",
      "true: T6M9Y\n",
      "pred: T6M9Y\n",
      "true: 6M9KMX\n",
      "pred: 6M9KMX\n",
      "true: HR46A6\n",
      "pred: HR46A6\n",
      "true: HE3B3\n",
      "pred: HE3B3\n",
      "true: C4VDEV\n",
      "pred: C4VDEV\n",
      "true: SEU5KA\n",
      "pred: SEU5KA\n",
      "true: DECCJW\n",
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      "true: MBA943\n",
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      "true: DX4A6\n",
      "pred: DX4A6\n",
      "true: CDPM\n",
      "pred: CDPM\n",
      "true: J4V6DS\n",
      "pred: J4V6DS\n",
      "true: K6NJSK\n",
      "pred: K6NJSK\n",
      "true: M8VKB\n",
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      "true: BUNM\n",
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      "true: TYDU\n",
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      "true: AY6SH\n",
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      "true: HTB6\n",
      "pred: HTB6\n",
      "true: ETWPR9\n",
      "pred: ETWPR9\n",
      "true: APBNSE\n",
      "pred: APBNSE\n",
      "true: NWDA5T\n",
      "pred: NWDA5T\n",
      "true: 59CASE\n",
      "pred: 59CASE\n",
      "true: E6J84K\n",
      "pred: E6J84K\n",
      "true: MHXCH\n",
      "pred: MHXCH\n",
      "true: AW99\n",
      "pred: AW99\n",
      "true: C9JD4\n",
      "pred: C9JD4\n",
      "true: JMXHX\n",
      "pred: JMXHX\n",
      "true: TTMXNX\n",
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      "true: PS9A\n",
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      "true: SHREH\n",
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      "true: VJH343\n",
      "pred: VJH343\n",
      "true: 6MDWT3\n",
      "pred: 6MDWT3\n",
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      "true: BWR6Y\n",
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      "true: 345P\n",
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      "true: 9MYB\n",
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      "true: BWR6TJ\n",
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      "true: XRCWB5\n",
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      "true: TDC9\n",
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      "true: MYE9\n",
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      "true: MAABK\n",
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      "true: J4ET4\n",
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      "true: VUE8K\n",
      "pred: VUE8K\n",
      "true: XAPHS\n",
      "pred: XAPHS\n",
      "true: NYNU\n",
      "pred: NYNU\n",
      "true: SXVCR\n",
      "pred: SXVCR\n",
      "true: KVPJ\n",
      "pred: KVPJ\n",
      "true: YY39YS\n",
      "pred: YY39YS\n",
      "true: V6RBC3\n",
      "pred: V6RBC3\n",
      "true: 8BE5\n",
      "pred: 8BE5\n",
      "true: CT6S4E\n",
      "pred: CT6S4E\n",
      "true: V4RMYD\n",
      "pred: V4RMYD\n",
      "true: 5DYEK\n",
      "pred: 5DYEK\n",
      "true: R5BX\n",
      "pred: R5BX\n",
      "true: XJ9MS9\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: XJ9MS9\n",
      "true: H6U9KH\n",
      "pred: H6U9KH\n",
      "true: 545HT8\n",
      "pred: 545HT8\n",
      "true: 56RBWE\n",
      "pred: 56RBWE\n",
      "true: 84YNSE\n",
      "pred: 84YNSE\n",
      "true: TKJB\n",
      "pred: TKJB\n",
      "true: BABKR\n",
      "pred: BABKR\n",
      "true: AP9Y5\n",
      "pred: AP9Y5\n",
      "true: X6SAP\n",
      "pred: X6SAP\n",
      "true: M9SVK\n",
      "pred: M9SVK\n",
      "true: 59CW8\n",
      "pred: 59CW8\n",
      "true: E6R8PR\n",
      "pred: E6R8PR\n",
      "true: D859\n",
      "pred: D859\n",
      "true: A9M8\n",
      "pred: A9M8\n",
      "true: RNM8\n",
      "pred: RNM8\n",
      "true: YYTX\n",
      "pred: YYTX\n",
      "true: 4JW8X\n",
      "pred: 4JW8X\n",
      "true: A3WK9E\n",
      "pred: A3WK9E\n",
      "true: KYM4\n",
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      "true: 9WXU\n",
      "pred: 9WXU\n",
      "true: 3X6YRC\n",
      "pred: 3X6YRC\n",
      "true: DWKSA\n",
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      "true: NKD8H\n",
      "pred: NKD8H\n",
      "true: PW5JH\n",
      "pred: PW5JH\n",
      "true: SUNPCH\n",
      "pred: SUNPCH\n",
      "true: HY9PC5\n",
      "pred: HY9PC5\n",
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      "true: DKTN\n",
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      "true: XUC5\n",
      "pred: XUC5\n",
      "true: BB3SM\n",
      "pred: BB3SM\n",
      "true: NS8XE\n",
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      "true: RKRPW9\n",
      "pred: RKRPW9\n",
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      "true: U53RDV\n",
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      "pred: KHETN\n",
      "true: 8KDM\n",
      "pred: 8KDM\n",
      "true: W99V\n",
      "pred: W99V\n",
      "true: B8R9\n",
      "pred: B8R9\n",
      "true: D4BYP\n",
      "pred: D4BYP\n",
      "true: JVBSC\n",
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      "true: CJUVCS\n",
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      "true: AY6RXB\n",
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      "true: YWRA\n",
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      "true: JUUHU\n",
      "pred: JUUHU\n",
      "true: CP5KER\n",
      "pred: CP5KER\n",
      "true: HXK9\n",
      "pred: HXK9\n",
      "true: XXS4D\n",
      "pred: XXS4D\n",
      "true: PNX4K\n",
      "pred: PNX4K\n",
      "true: 663S\n",
      "pred: 663S\n",
      "true: 4CTWV\n",
      "pred: 4CTWV\n",
      "true: ACXT4Y\n",
      "pred: ACXT4Y\n",
      "true: VCAW\n",
      "pred: VCAW\n",
      "true: 94DW\n",
      "pred: 94DW\n",
      "true: 8YTJER\n",
      "pred: 8YTJER\n",
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      "pred: VDNW\n",
      "true: R86JS\n",
      "pred: R86JS\n",
      "true: S6CNC\n",
      "pred: S6CNC\n",
      "true: 5KT3A\n",
      "pred: 5KT3A\n",
      "true: MKEW\n",
      "pred: MKEW\n",
      "true: J5VKAX\n",
      "pred: J5VKAX\n",
      "true: 3PBUMS\n",
      "pred: 3PBUMS\n",
      "true: YR46\n",
      "pred: YR46\n",
      "true: VT68ME\n",
      "pred: VT68ME\n",
      "true: 9K6RSK\n",
      "pred: 9K6RSK\n",
      "true: UPTEXH\n",
      "pred: UPTEXH\n",
      "true: 5RRW\n",
      "pred: 5RRW\n",
      "true: ER4YC\n",
      "pred: ER4YC\n",
      "true: KWHDC\n",
      "pred: KWHDC\n",
      "true: 6UTKTW\n",
      "pred: 6UTKTW\n",
      "true: MWN8D\n",
      "pred: MWN8D\n",
      "true: VACT8K\n",
      "pred: VACT8K\n",
      "true: 6NDUD\n",
      "pred: 6NDUD\n",
      "true: ECBYPH\n",
      "pred: ECBYPH\n",
      "true: NYR8D6\n",
      "pred: NYR8D6\n",
      "true: 5DXPCD\n",
      "pred: 5DXPCD\n",
      "true: TKV5DP\n",
      "pred: TKV5DP\n",
      "true: TDXB9\n",
      "pred: TDXB9\n",
      "true: TYWEMH\n",
      "pred: TYWEMH\n",
      "true: WCR96C\n",
      "pred: WCR96C\n",
      "true: 3AJMKU\n",
      "pred: 3AJMKU\n",
      "true: J4BTKT\n",
      "pred: J4BTKT\n",
      "true: X5MVR\n",
      "pred: X5MVR\n",
      "true: VWJ6\n",
      "pred: VWJ6\n",
      "true: T9KW\n",
      "pred: T9KW\n",
      "true: JCPXC\n",
      "pred: JCPXC\n",
      "true: KT3UN\n",
      "pred: KT3UN\n",
      "true: BRCW\n",
      "pred: BRCW\n",
      "true: VB5JR\n",
      "pred: VB5JR\n",
      "true: UX8HWU\n",
      "pred: UX8HWU\n",
      "true: 9MBWP\n",
      "pred: 9MBWP\n",
      "true: CEJM\n",
      "pred: CEJM\n",
      "true: BW4T\n",
      "pred: BW4T\n",
      "true: D6ES\n",
      "pred: D6ES\n",
      "true: TDJ3EB\n",
      "pred: TDJ3EB\n",
      "true: J49W\n",
      "pred: J49W\n",
      "true: 33Y3\n",
      "pred: 33Y3\n",
      "true: 9W54BU\n",
      "pred: 9W54BU\n",
      "true: JW8PP\n",
      "pred: JW8PP\n",
      "true: MPC6H\n",
      "pred: MPC6H\n",
      "true: UC83U4\n",
      "pred: UC83U4\n",
      "true: BAR3T3\n",
      "pred: BAR3T3\n",
      "true: PCDS\n",
      "pred: PCDS\n",
      "true: VTJXX5\n",
      "pred: VTJXX5\n",
      "true: 8XED\n",
      "pred: 8XED\n",
      "true: PARDS\n",
      "pred: PARDS\n",
      "true: WDWCXV\n",
      "pred: WDWCXV\n",
      "true: 6R6UWM\n",
      "pred: 6R6UWM\n",
      "true: TXAU8\n",
      "pred: TXAU8\n",
      "true: YDMJY\n",
      "pred: YDMJY\n",
      "true: BWDCE\n",
      "pred: BWDCE\n",
      "true: 434TW6\n",
      "pred: 434TW6\n",
      "true: 6WDW\n",
      "pred: 6WDW\n",
      "true: 9HW4V\n",
      "pred: 9HW4V\n",
      "true: 6U5N\n",
      "pred: 6U5N\n",
      "true: V8V4\n",
      "pred: V8V4\n",
      "true: PXUJ\n",
      "pred: PXUJ\n",
      "true: DHKXM\n",
      "pred: DHKXM\n",
      "true: 4NDYE4\n",
      "pred: 4NDYE4\n",
      "true: 8KSKPP\n",
      "pred: 8KSKPP\n",
      "true: N6W5\n",
      "pred: N6W5\n",
      "true: Y43D3K\n",
      "pred: Y43D3K\n",
      "true: 56Y35K\n",
      "pred: 56Y35K\n",
      "true: DKHMPK\n",
      "pred: DKHMPK\n",
      "true: HT4M\n",
      "pred: HT4M\n",
      "true: BKYT\n",
      "pred: BKYT\n",
      "true: WKMJ56\n",
      "pred: WKMJ56\n",
      "true: VCA4\n",
      "pred: VCA4\n",
      "true: SN9U\n",
      "pred: SN9U\n",
      "true: 6DYN3S\n",
      "pred: 6DYN3S\n",
      "true: DP8VM\n",
      "pred: DP8VM\n",
      "true: 6K5A\n",
      "pred: 6K5A\n",
      "true: 6V59\n",
      "pred: 6V59\n",
      "true: MSCS68\n",
      "pred: MSCS68\n",
      "true: Y8H9YJ\n",
      "pred: Y8H9YJ\n",
      "true: SWVT5J\n",
      "pred: SWVT5J\n",
      "true: YCY5AA\n",
      "pred: YCY5AA\n",
      "true: E5D9\n",
      "pred: E5D9\n",
      "true: WMNKR\n",
      "pred: WMNKR\n",
      "true: VJJB9\n",
      "pred: VJJB9\n",
      "true: 6WBW59\n",
      "pred: 6WBW59\n",
      "true: AN6M\n",
      "pred: AN6M\n",
      "true: M5T8\n",
      "pred: M5T8\n",
      "true: DMH6W\n",
      "pred: DMH6W\n",
      "true: 5SX34\n",
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      "true: 8AM34M\n",
      "pred: 8AM34M\n",
      "true: TJ6XCV\n",
      "pred: TJ6XCV\n",
      "true: 9ECYJ\n",
      "pred: 9ECYJ\n",
      "true: B385MB\n",
      "pred: B385MB\n",
      "true: EYUCT\n",
      "pred: EYUCT\n",
      "true: YH3C\n",
      "pred: YH3C\n",
      "true: A445BP\n",
      "pred: A445BP\n",
      "true: K8Y86U\n",
      "pred: K8Y86U\n",
      "true: CM8S\n",
      "pred: CM8S\n",
      "true: DABYE\n",
      "pred: DABYE\n",
      "true: SX3XN\n",
      "pred: SX3XN\n",
      "true: JS45P3\n",
      "pred: JS45P3\n",
      "true: WAND5\n",
      "pred: WAND5\n",
      "true: DX9R\n",
      "pred: DX9R\n",
      "true: KDSDYN\n",
      "pred: KDSDYN\n",
      "true: UB6EE\n",
      "pred: UB6EE\n",
      "true: C9MDKT\n",
      "pred: C9MDKT\n",
      "true: 4M4U\n",
      "pred: 4M4U\n",
      "true: PH6ABN\n",
      "pred: PH6ABN\n",
      "true: 3C6E\n",
      "pred: 3C6E\n",
      "true: JMVE9N\n",
      "pred: JMVE9N\n",
      "true: EYVA\n",
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      "true: EP6XRS\n",
      "pred: EP6XRS\n",
      "true: 9K89\n",
      "pred: 9K89\n",
      "true: JJW4\n",
      "pred: JJW4\n",
      "true: YMUHYN\n",
      "pred: YMUHYN\n",
      "true: TVPXN\n",
      "pred: TVPXN\n",
      "true: 4EP8U\n",
      "pred: 4EP8U\n",
      "true: NAJAU9\n",
      "pred: NAJAU9\n",
      "true: 4WCU9C\n",
      "pred: 4WCU9C\n",
      "true: EE6SPH\n",
      "pred: EE6SPH\n",
      "true: 9VRY\n",
      "pred: 9VRY\n",
      "true: TRNME3\n",
      "pred: TRNME3\n",
      "true: VYBW4X\n",
      "pred: VYBW4X\n",
      "true: CUKXS\n",
      "pred: CUKXS\n",
      "true: ECKSSR\n",
      "pred: ECKSSR\n",
      "true: 5J44\n",
      "pred: 5J44\n",
      "true: WC3VM6\n",
      "pred: WC3VM6\n",
      "true: 9HXU4\n",
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      "true: A948\n",
      "pred: A948\n",
      "true: XP9M\n",
      "pred: XP9M\n",
      "true: WVY9E\n",
      "pred: WVY9E\n",
      "true: JMMPH\n",
      "pred: JMMPH\n",
      "true: AASK\n",
      "pred: AASK\n",
      "true: EAAAT\n",
      "pred: EAAAT\n",
      "true: WHEDYT\n",
      "pred: WHEDYT\n",
      "true: S56VP\n",
      "pred: S56VP\n",
      "true: JW4EX\n",
      "pred: JW4EX\n",
      "true: UJXHV\n",
      "pred: UJXHV\n",
      "true: JE3KM4\n",
      "pred: JE3KM4\n",
      "true: Y9UEK\n",
      "pred: Y9UEK\n",
      "true: H6RY\n",
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      "true: 8YBR\n",
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      "pred: HXUUV\n",
      "true: 94VAEW\n",
      "pred: 94VAEW\n",
      "true: D8DHM\n",
      "pred: D8DHM\n",
      "true: 34AUK\n",
      "pred: 34AUK\n",
      "true: 3JCHRW\n",
      "pred: 3JCHRW\n",
      "true: 5E6CH\n",
      "pred: 5E6CH\n",
      "true: 3JM4\n",
      "pred: 3JM4\n",
      "true: BJNM\n",
      "pred: BJNM\n",
      "true: WEX6Y\n",
      "pred: WEX6Y\n",
      "true: 66XCU\n",
      "pred: 66XCU\n",
      "true: UDCW3\n",
      "pred: UDCW3\n",
      "true: CXX3B\n",
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      "true: HDWRAW\n",
      "pred: HDWRAW\n",
      "true: 9A6H\n",
      "pred: 9A6H\n",
      "true: NUE6\n",
      "pred: NUE6\n",
      "true: J9EEEA\n",
      "pred: J9EEEA\n",
      "true: MRT8U\n",
      "pred: MRT8U\n",
      "true: AD954S\n",
      "pred: AD954S\n",
      "true: UHCSR\n",
      "pred: UHCSR\n",
      "true: M6JS6W\n",
      "pred: M6JS6W\n",
      "true: YSECV\n",
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      "true: NCV6R\n",
      "pred: NCV6R\n",
      "true: V5S99\n",
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      "true: HVW6K9\n",
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      "true: A85C\n",
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      "true: 9SYHN4\n",
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      "true: 358NJ\n",
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      "true: SPAJ48\n",
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      "true: 4386D6\n",
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      "true: CBJR\n",
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      "true: YRMYXK\n",
      "pred: YRMYXK\n",
      "true: 8A4D\n",
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      "true: BUMK8\n",
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      "true: RY3A\n",
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      "true: KWW8\n",
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      "true: BEUPT\n",
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      "true: SVSTN\n",
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      "true: KU5VMC\n",
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      "true: 69MCV\n",
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      "true: BP953\n",
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      "true: 5PM6\n",
      "pred: 5PM6\n",
      "true: MSNSCY\n",
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      "true: TAEJUR\n",
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      "true: BDU3NB\n",
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      "true: SBYJMW\n",
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      "true: 69JD\n",
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      "true: A4E9\n",
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      "true: NVTCY\n",
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      "true: NT9AR\n",
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      "true: TNNBHW\n",
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      "true: 8TUJM\n",
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      "true: J49W4\n",
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      "true: HEB45\n",
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      "true: XKHS\n",
      "pred: XKHS\n",
      "true: KXRDKA\n",
      "pred: KXRDKA\n",
      "true: TN5EVX\n",
      "pred: TN5EVX\n",
      "true: 6NRBJM\n",
      "pred: 6NRBJM\n",
      "true: MTVDMD\n",
      "pred: MTVDMD\n",
      "true: MC88J4\n",
      "pred: MC88J4\n",
      "true: UA55E6\n",
      "pred: UA55E6\n",
      "true: BRHEJB\n",
      "pred: BRHEJB\n",
      "true: UJ5A\n",
      "pred: UJ5A\n",
      "true: YTSKSJ\n",
      "pred: YTSKSJ\n",
      "true: NNDUNC\n",
      "pred: NNDUNC\n",
      "true: D6RUT\n",
      "pred: D6RUT\n",
      "true: DS34\n",
      "pred: DS34\n",
      "true: J9H6E\n",
      "pred: J9H6E\n",
      "true: D63S\n",
      "pred: D63S\n",
      "true: RDAD\n",
      "pred: RDAD\n",
      "true: XSWN\n",
      "pred: XSWN\n",
      "true: H9S5R\n",
      "pred: H9S5R\n",
      "true: P4XWES\n",
      "pred: P4XWES\n",
      "true: MPKDUU\n",
      "pred: MPKDUU\n",
      "true: SKUUBX\n",
      "pred: SKUUBX\n",
      "true: PTH33T\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: PTH33T\n",
      "true: SSNM\n",
      "pred: SSNM\n",
      "true: XCXPMA\n",
      "pred: XCXPMA\n",
      "true: U3ARD\n",
      "pred: U3ARD\n",
      "true: BA5T8K\n",
      "pred: BA5T8K\n",
      "true: TYNEMH\n",
      "pred: TYNEMH\n",
      "true: UEYNNH\n",
      "pred: UEYNNH\n",
      "true: 9P3R\n",
      "pred: 9P3R\n",
      "true: SXW6D\n",
      "pred: SXW6D\n",
      "true: 9Y4J3\n",
      "pred: 9Y4J3\n",
      "true: T4UTX\n",
      "pred: T4UTX\n",
      "true: 4JN8\n",
      "pred: 4JN8\n",
      "true: UE5M\n",
      "pred: UE5M\n",
      "true: XVRDWK\n",
      "pred: XVRDWK\n",
      "true: YPD4\n",
      "pred: YPD4\n",
      "true: XW5WB\n",
      "pred: XW5WB\n",
      "true: MMH5H\n",
      "pred: MMH5H\n",
      "true: 59VEM\n",
      "pred: 59VEM\n",
      "true: YC4RH\n",
      "pred: YC4RH\n",
      "true: CMPW\n",
      "pred: CMPW\n",
      "true: DJEB9\n",
      "pred: DJEB9\n",
      "true: VAKBC\n",
      "pred: VAKBC\n",
      "true: 6DMS3X\n",
      "pred: 6DMS3X\n",
      "true: PBVSC\n",
      "pred: PBVSC\n",
      "true: 4495CY\n",
      "pred: 4495CY\n",
      "true: PX8D\n",
      "pred: PX8D\n",
      "true: RHJRT\n",
      "pred: RHJRT\n",
      "true: H63C\n",
      "pred: H63C\n",
      "true: VT68T9\n",
      "pred: VT68T9\n",
      "true: TY43T\n",
      "pred: TY43T\n",
      "true: M4MVU\n",
      "pred: M4MVU\n",
      "true: UWJ64\n",
      "pred: UWJ64\n",
      "true: 4HVDY\n",
      "pred: 4HVDY\n",
      "true: 36W3T\n",
      "pred: 36W3T\n",
      "true: S8JU6H\n",
      "pred: S8JU6H\n",
      "true: ATEN\n",
      "pred: ATEN\n",
      "true: PRT3BX\n",
      "pred: PRT3BX\n",
      "true: W36SAP\n",
      "pred: W36SAP\n",
      "true: 39CKM\n",
      "pred: 39CKM\n",
      "true: HPXKU\n",
      "pred: HPXKU\n",
      "true: TKYT\n",
      "pred: TKYT\n",
      "true: TMVCVH\n",
      "pred: TMVCVH\n",
      "true: WEE8\n",
      "pred: WEE8\n",
      "true: T6JVU\n",
      "pred: T6JVU\n",
      "true: RR6XJ\n",
      "pred: RR6XJ\n",
      "true: 8CNT64\n",
      "pred: 8CNT64\n",
      "true: WTYX\n",
      "pred: WTYX\n",
      "true: 59EU\n",
      "pred: 59EU\n",
      "true: EA6H5X\n",
      "pred: EA6H5X\n",
      "true: UNNVYK\n",
      "pred: UNNVYK\n",
      "true: SEDSAU\n",
      "pred: SEDSAU\n",
      "true: 3CVNK\n",
      "pred: 3CVNK\n",
      "true: SS6A\n",
      "pred: SS6A\n",
      "true: VU9J\n",
      "pred: VU9J\n",
      "true: JN98\n",
      "pred: JN98\n",
      "true: DYAP\n",
      "pred: DYAP\n",
      "true: UNEP\n",
      "pred: UNEP\n",
      "true: NYEPX\n",
      "pred: NYEPX\n",
      "true: 5PTPE\n",
      "pred: 5PTPE\n",
      "true: 9BAW\n",
      "pred: 9BAW\n",
      "true: 6CTC9\n",
      "pred: 6CTC9\n",
      "true: C9RCCM\n",
      "pred: C9RCCM\n",
      "true: KX38\n",
      "pred: KX38\n",
      "true: RDWU4H\n",
      "pred: RDWU4H\n",
      "true: E6R4\n",
      "pred: E6R4\n",
      "true: BUC9\n",
      "pred: BUC9\n",
      "true: SM3N8K\n",
      "pred: SM3N8K\n",
      "true: DBRR\n",
      "pred: DBRR\n",
      "true: 4D453\n",
      "pred: 4D453\n",
      "true: KA598\n",
      "pred: KA598\n",
      "true: TVCR\n",
      "pred: TVCR\n",
      "true: 5E4XA\n",
      "pred: 5E4XA\n",
      "true: YKUB3\n",
      "pred: YKUB3\n",
      "true: JRSEW\n",
      "pred: JRSEW\n",
      "true: J4S6E\n",
      "pred: J4S6E\n",
      "true: VUU85B\n",
      "pred: VUU85B\n",
      "true: W6AR\n",
      "pred: W6AR\n",
      "true: AHKSV9\n",
      "pred: AHKSV9\n",
      "true: BBH43\n",
      "pred: BBH43\n",
      "true: J3NE\n",
      "pred: J3NE\n",
      "true: UTM4BW\n",
      "pred: UTM4BW\n",
      "true: 4CY6MB\n",
      "pred: 4CY6MB\n",
      "true: EN4KB\n",
      "pred: EN4KB\n",
      "true: PRS63\n",
      "pred: PRS63\n",
      "true: 3PB94\n",
      "pred: 3PB94\n",
      "true: NWTW\n",
      "pred: NWTW\n",
      "true: MKWJ\n",
      "pred: MKWJ\n",
      "true: VXE8\n",
      "pred: VXE8\n",
      "true: RS6KY\n",
      "pred: RS6KY\n",
      "true: Y3NN9E\n",
      "pred: Y3NN9E\n",
      "true: 889WVY\n",
      "pred: 889WVY\n",
      "true: KTY9KK\n",
      "pred: KTY9KK\n",
      "true: K6UJR\n",
      "pred: K6UJR\n",
      "true: KJJPS\n",
      "pred: KJJPS\n",
      "true: WCSK\n",
      "pred: WCSK\n",
      "true: Y3SR5D\n",
      "pred: Y3SR5D\n",
      "true: YDNXK\n",
      "pred: YDNXK\n",
      "true: XUPU\n",
      "pred: XUPU\n",
      "true: WPYEH\n",
      "pred: WPYEH\n",
      "true: TN88\n",
      "pred: TN88\n",
      "true: 6X4NS\n",
      "pred: 6X4NS\n",
      "true: Y8N6T\n",
      "pred: Y8N6T\n",
      "true: 988N6\n",
      "pred: 988N6\n",
      "true: J8HW8\n",
      "pred: J8HW8\n",
      "true: DYDVJ\n",
      "pred: DYDVJ\n",
      "true: UHBP\n",
      "pred: UHBP\n",
      "true: W958A\n",
      "pred: W958A\n",
      "true: S5KM9X\n",
      "pred: S5KM9X\n",
      "true: V85R6\n",
      "pred: V85R6\n",
      "true: RV9VK\n",
      "pred: RV9VK\n",
      "true: JSHC93\n",
      "pred: JSHC93\n",
      "true: W33KW3\n",
      "pred: W33KW3\n",
      "true: MY63HB\n",
      "pred: MY63HB\n",
      "true: DUN3\n",
      "pred: DUN3\n",
      "true: 5V9E\n",
      "pred: 5V9E\n",
      "true: HMHWN\n",
      "pred: HMHWN\n",
      "true: BVKC5N\n",
      "pred: BVKC5N\n",
      "true: PTCD\n",
      "pred: PTCD\n",
      "true: KSRN\n",
      "pred: KSRN\n",
      "true: X56HV\n",
      "pred: X56HV\n",
      "true: BMEW6\n",
      "pred: BMEW6\n",
      "true: YUKU\n",
      "pred: YUKU\n",
      "true: BBEC5V\n",
      "pred: BBEC5V\n",
      "true: PW8NJ\n",
      "pred: PW8NJ\n",
      "true: EPE4DY\n",
      "pred: EPE4DY\n",
      "true: UNJCN\n",
      "pred: UNJCN\n",
      "true: A6N8R\n",
      "pred: A6N8R\n",
      "true: 63BP\n",
      "pred: 63BP\n",
      "true: PXP5\n",
      "pred: PXP5\n",
      "true: 4XE96\n",
      "pred: 4XE96\n",
      "true: 3TTW\n",
      "pred: 3TTW\n",
      "true: AC99\n",
      "pred: AC99\n",
      "true: WANM9D\n",
      "pred: WANM9D\n",
      "true: 6MWUSC\n",
      "pred: 6MWUSC\n",
      "true: 56BNK\n",
      "pred: 56BNK\n",
      "true: 4V4BWP\n",
      "pred: 4V4BWP\n",
      "true: WB5J4\n",
      "pred: WB5J4\n",
      "true: 8XD6\n",
      "pred: 8XD6\n",
      "true: B3B56\n",
      "pred: B3B56\n",
      "true: DNTDEE\n",
      "pred: DNTDEE\n",
      "true: CEAN\n",
      "pred: CEAN\n",
      "true: EVUH4\n",
      "pred: EVUH4\n",
      "true: HVBE\n",
      "pred: HVBE\n",
      "true: ARXRM\n",
      "pred: ARXRM\n",
      "true: NDH5K\n",
      "pred: NDH5K\n",
      "true: J56P\n",
      "pred: J56P\n",
      "true: BKR5\n",
      "pred: BKR5\n",
      "true: 3R46JP\n",
      "pred: 3R46JP\n",
      "true: BDXAVX\n",
      "pred: BDXAVX\n",
      "true: KNE8\n",
      "pred: KNE8\n",
      "true: HRMXE8\n",
      "pred: HRMXE8\n",
      "true: HBTYH\n",
      "pred: HBTYH\n",
      "true: YKA8A\n",
      "pred: YKA8A\n",
      "true: 5TBWV6\n",
      "pred: 5TBWV6\n",
      "true: XWSE3\n",
      "pred: XWSE3\n",
      "true: B3SV6\n",
      "pred: B3SV6\n",
      "true: V3NC\n",
      "pred: V3NC\n",
      "true: CUXAC3\n",
      "pred: CUXAC3\n",
      "true: 4XCR\n",
      "pred: 4XCR\n",
      "true: Y8R53B\n",
      "pred: Y8R53B\n",
      "true: AKAW\n",
      "pred: AKAW\n",
      "true: RXRC\n",
      "pred: RXRC\n",
      "true: EB9WCJ\n",
      "pred: EB9WCJ\n",
      "true: CKKMX\n",
      "pred: CKKMX\n",
      "true: N6A9\n",
      "pred: N6A9\n",
      "true: 4WNS\n",
      "pred: 4WNS\n",
      "true: C44JHN\n",
      "pred: C44JHN\n",
      "true: SUXMT\n",
      "pred: SUXMT\n",
      "true: 5R9NSB\n",
      "pred: 5R9NSB\n",
      "true: N4RBRH\n",
      "pred: N4RBRH\n",
      "true: V9VK36\n",
      "pred: V9VK36\n",
      "true: 9SEYB\n",
      "pred: 9SEYB\n",
      "true: XDVE8\n",
      "pred: XDVE8\n",
      "true: M8VK6P\n",
      "pred: M8VK6P\n",
      "true: MSN6EC\n",
      "pred: MSN6EC\n",
      "true: KC53P\n",
      "pred: KC53P\n",
      "true: S4KHCE\n",
      "pred: S4KHCE\n",
      "true: VSYWK\n",
      "pred: VSYWK\n",
      "true: V3MTU\n",
      "pred: V3MTU\n",
      "true: 6AX5RE\n",
      "pred: 6AX5RE\n",
      "true: VAX9V3\n",
      "pred: VAX9V3\n",
      "true: X4VT\n",
      "pred: X4VT\n",
      "true: 56MHY\n",
      "pred: 56MHY\n",
      "true: PW4BAW\n",
      "pred: PW4BAW\n",
      "true: EAV69\n",
      "pred: EAV69\n",
      "true: VJTRT\n",
      "pred: VJTRT\n",
      "true: 66MJS\n",
      "pred: 66MJS\n",
      "true: VYJWNE\n",
      "pred: VYJWNE\n",
      "true: VHJPB\n",
      "pred: VHJPB\n",
      "true: NNW855\n",
      "pred: NNW855\n",
      "true: BN4N\n",
      "pred: BN4N\n",
      "true: WPXYX\n",
      "pred: WPXYX\n",
      "true: HDW4AE\n",
      "pred: HDW4AE\n",
      "true: 9B3K4\n",
      "pred: 9B3K4\n",
      "true: D9UXY\n",
      "pred: D9UXY\n",
      "true: MN5UB\n",
      "pred: MN5UB\n",
      "true: 8DRH4\n",
      "pred: 8DRH4\n",
      "true: YWWV\n",
      "pred: YWWV\n",
      "true: NSW3S\n",
      "pred: NSW3S\n",
      "true: RKKK\n",
      "pred: RKKK\n",
      "true: 34MR\n",
      "pred: 34MR\n",
      "true: NYHJA\n",
      "pred: NYHJA\n",
      "true: HP95E\n",
      "pred: HP95E\n",
      "true: TA3MN5\n",
      "pred: TA3MN5\n",
      "true: MH3XPN\n",
      "pred: MH3XPN\n",
      "true: NXVK\n",
      "pred: NXVK\n",
      "true: NVYW\n",
      "pred: NVYW\n",
      "true: W5WY4\n",
      "pred: W5WY4\n",
      "true: EDB8A\n",
      "pred: EDB8A\n",
      "true: VMKC\n",
      "pred: VMKC\n",
      "true: YCXEUB\n",
      "pred: YCXEUB\n",
      "true: W9X5A6\n",
      "pred: W9X5A6\n",
      "true: VY6R8\n",
      "pred: VY6R8\n",
      "true: MR5PY\n",
      "pred: MR5PY\n",
      "true: KRWDTV\n",
      "pred: KRWDTV\n",
      "true: TJSUYM\n",
      "pred: TJSUYM\n",
      "true: WH88T\n",
      "pred: WH88T\n",
      "true: 589J\n",
      "pred: 589J\n",
      "true: TM6S\n",
      "pred: TM6S\n",
      "true: XATD\n",
      "pred: XATD\n",
      "true: 4PUAEH\n",
      "pred: 4PUAEH\n",
      "true: TCYB\n",
      "pred: TCYB\n",
      "true: YA3U4H\n",
      "pred: YA3U4H\n",
      "true: JSM9WU\n",
      "pred: JSM9WU\n",
      "true: A9XH6C\n",
      "pred: A9XH6C\n",
      "true: KKUWVM\n",
      "pred: KKUWVM\n",
      "true: PNB9CR\n",
      "pred: PNB9CR\n",
      "true: K5MK\n",
      "pred: K5MK\n",
      "true: P8U6PB\n",
      "pred: P8U6PB\n",
      "true: RABS\n",
      "pred: RABS\n",
      "true: X6CU\n",
      "pred: X6CU\n",
      "true: PM4V\n",
      "pred: PM4V\n",
      "true: 3A6V\n",
      "pred: 3A6V\n",
      "true: 5SDMH\n",
      "pred: 5SDMH\n",
      "true: KK68TH\n",
      "pred: KK68TH\n",
      "true: SDJRY\n",
      "pred: SDJRY\n",
      "true: 5BPTJ\n",
      "pred: 5BPTJ\n",
      "true: MT33M8\n",
      "pred: MT33M8\n",
      "true: 85J3T\n",
      "pred: 85J3T\n",
      "true: CNAEY5\n",
      "pred: CNAEY5\n",
      "true: UUJM8V\n",
      "pred: UUJM8V\n",
      "true: WJEP\n",
      "pred: WJEP\n",
      "true: RSBU\n",
      "pred: RSBU\n",
      "true: KYHB3\n",
      "pred: KYHB3\n",
      "true: 4646M\n",
      "pred: 4646M\n",
      "true: PNVPY\n",
      "pred: PNVPY\n",
      "true: REEH\n",
      "pred: REEH\n",
      "true: 9SS5EM\n",
      "pred: 9SS5EM\n",
      "true: EUSHW\n",
      "pred: EUSHW\n",
      "true: 9KCC\n",
      "pred: 9KCC\n",
      "true: DDCHP\n",
      "pred: DDCHP\n",
      "true: 8UMR\n",
      "pred: 8UMR\n",
      "true: CBNMPJ\n",
      "pred: CBNMPJ\n",
      "true: EDPX\n",
      "pred: EDPX\n",
      "true: 9HM4HX\n",
      "pred: 9HM4HX\n",
      "true: A9CX\n",
      "pred: A9CX\n",
      "true: BTKS\n",
      "pred: BTKS\n",
      "true: 5XKJP\n",
      "pred: 5XKJP\n",
      "true: 3VKJYY\n",
      "pred: 3VKJYY\n",
      "true: 4BXKHT\n",
      "pred: 4BXKHT\n",
      "true: 6PKKE\n",
      "pred: 6PKKE\n",
      "true: VAVA\n",
      "pred: VAVA\n",
      "true: UJK3\n",
      "pred: UJK3\n",
      "true: JRAJ\n",
      "pred: JRAJ\n",
      "true: C659P6\n",
      "pred: C659P6\n",
      "true: YDKA\n",
      "pred: YDKA\n",
      "true: KVDBC\n",
      "pred: KVDBC\n",
      "true: 3NVPCN\n",
      "pred: 3NVPCN\n",
      "true: HN63YX\n",
      "pred: HN63YX\n",
      "true: KAED\n",
      "pred: KAED\n",
      "true: NVEV6K\n",
      "pred: NVEV6K\n",
      "true: CNX38\n",
      "pred: CNX38\n",
      "true: XRUNSJ\n",
      "pred: XRUNSJ\n",
      "true: HB6AR\n",
      "pred: HB6AR\n",
      "true: NS8CE8\n",
      "pred: NS8CE8\n",
      "true: RW5X\n",
      "pred: RW5X\n",
      "true: NVHC\n",
      "pred: NVHC\n",
      "true: PSUMK5\n",
      "pred: PSUMK5\n",
      "true: BEW6N\n",
      "pred: BEW6N\n",
      "true: PNYWM\n",
      "pred: PNYWM\n",
      "true: NPR5\n",
      "pred: NPR5\n",
      "true: SBVN\n",
      "pred: SBVN\n",
      "true: N633B\n",
      "pred: N633B\n",
      "true: 34H9V\n",
      "pred: 34H9V\n",
      "true: TYANE3\n",
      "pred: TYANE3\n",
      "true: 3489\n",
      "pred: 3489\n",
      "true: BTP9\n",
      "pred: BTP9\n",
      "true: PMWNKJ\n",
      "pred: PMWNKJ\n",
      "true: YA34K\n",
      "pred: YA34K\n",
      "true: U5WAR4\n",
      "pred: U5WAR4\n",
      "true: 98HC3\n",
      "pred: 98HC3\n",
      "true: BCAK\n",
      "pred: BCAK\n",
      "true: EH6E\n",
      "pred: EH6E\n",
      "true: CJ86BC\n",
      "pred: CJ86BC\n",
      "true: XMXR\n",
      "pred: XMXR\n",
      "true: W9XPUT\n",
      "pred: W9XPUT\n",
      "true: T3M3B\n",
      "pred: T3M3B\n",
      "true: 864WTM\n",
      "pred: 864WTM\n",
      "true: DPR6\n",
      "pred: DPR6\n",
      "true: TKUN6\n",
      "pred: TKUN6\n",
      "true: 669X\n",
      "pred: 669X\n",
      "true: EXR9K\n",
      "pred: EXR9K\n",
      "true: KT8H\n",
      "pred: KT8H\n",
      "true: AA89C\n",
      "pred: AA89C\n",
      "true: S3R3J4\n",
      "pred: S3R3J4\n",
      "true: 3VAYCS\n",
      "pred: 3VAYCS\n",
      "true: U93S65\n",
      "pred: U93S65\n",
      "true: YT8BPR\n",
      "pred: YT8BPR\n",
      "true: H5UC\n",
      "pred: H5UC\n",
      "true: NY4A\n",
      "pred: NY4A\n",
      "true: 3U4U84\n",
      "pred: 3U4U84\n",
      "true: J3WV\n",
      "pred: J3WV\n",
      "true: 9DRKN\n",
      "pred: 9DRKN\n",
      "true: 48XPRC\n",
      "pred: 48XPRC\n",
      "true: 653JJ\n",
      "pred: 653JJ\n",
      "true: 4B49\n",
      "pred: 4B49\n",
      "true: KN3H\n",
      "pred: KN3H\n",
      "true: NJUHB8\n",
      "pred: NJUHB8\n",
      "true: XWPX\n",
      "pred: XWPX\n",
      "true: 95KT3M\n",
      "pred: 95KT3M\n",
      "true: EKC55\n",
      "pred: EKC55\n",
      "true: JWSXW\n",
      "pred: JWSXW\n",
      "true: EE4DV\n",
      "pred: EE4DV\n",
      "true: MNPJKD\n",
      "pred: MNPJKD\n",
      "true: 3VRD6\n",
      "pred: 3VRD6\n",
      "true: MRTU\n",
      "pred: MRTU\n",
      "true: B8SWWA\n",
      "pred: B8SWWA\n",
      "true: 5BK8UT\n",
      "pred: 5BK8UT\n",
      "true: MM5MX\n",
      "pred: MM5MX\n",
      "true: N4N8\n",
      "pred: N4N8\n",
      "true: TEPWB\n",
      "pred: TEPWB\n",
      "true: 9RV5T\n",
      "pred: 9RV5T\n",
      "true: R8SENE\n",
      "pred: R8SENE\n",
      "true: YU5RKX\n",
      "pred: YU5RKX\n",
      "true: MCEYTX\n",
      "pred: MCEYTX\n",
      "true: JS4TJ\n",
      "pred: JS4TJ\n",
      "true: DB5BPT\n",
      "pred: DB5BPT\n",
      "true: N6YVC\n",
      "pred: N6YVC\n",
      "true: KNPC4\n",
      "pred: KNPC4\n",
      "true: TDJY\n",
      "pred: TDJY\n",
      "true: 3K4KN\n",
      "pred: 3K4KN\n",
      "true: 4R5WR\n",
      "pred: 4R5WR\n",
      "true: K9XTJX\n",
      "pred: K9XTJX\n",
      "true: YJUY\n",
      "pred: YJUY\n",
      "true: XXSCMP\n",
      "pred: XXSCMP\n",
      "true: PP5D9X\n",
      "pred: PP5D9X\n",
      "true: DSC4\n",
      "pred: DSC4\n",
      "true: 8EBTH\n",
      "pred: 8EBTH\n",
      "true: UYDR\n",
      "pred: UYDR\n",
      "true: 4YBB5H\n",
      "pred: 4YBB5H\n",
      "true: EBPE\n",
      "pred: EBPE\n",
      "true: 88WXWE\n",
      "pred: 88WXWE\n",
      "true: 5TJVX9\n",
      "pred: 5TJVX9\n",
      "true: AAMK\n",
      "pred: AAMK\n",
      "true: H8TBKX\n",
      "pred: H8TBKX\n",
      "true: ESUJSK\n",
      "pred: ESUJSK\n",
      "true: K6R3W\n",
      "pred: K6R3W\n",
      "true: NKXMK\n",
      "pred: NKXMK\n",
      "true: UAWV64\n",
      "pred: UAWV64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: A8D9\n",
      "pred: A8D9\n",
      "true: Y4PA\n",
      "pred: Y4PA\n",
      "true: MWNMV\n",
      "pred: MWNMV\n",
      "true: CY4ASA\n",
      "pred: CY4ASA\n",
      "true: PKCTY\n",
      "pred: PKCTY\n",
      "true: NU9P3\n",
      "pred: NU9P3\n",
      "true: D8A9BX\n",
      "pred: D8A9BX\n",
      "true: 8KMV3\n",
      "pred: 8KMV3\n",
      "true: JTHMVA\n",
      "pred: JTHMVA\n",
      "true: NDHN\n",
      "pred: NDHN\n",
      "true: 6KDKYB\n",
      "pred: 6KDKYB\n",
      "true: EX9BCD\n",
      "pred: EX9BCD\n",
      "true: CVP584\n",
      "pred: CVP584\n",
      "true: 9K8H\n",
      "pred: 9K8H\n",
      "true: BSTSX6\n",
      "pred: BSTSX6\n",
      "true: 5PK3\n",
      "pred: 5PK3\n",
      "true: HR4C\n",
      "pred: HR4C\n",
      "true: 3E3JJB\n",
      "pred: 3E3JJB\n",
      "true: WMJK\n",
      "pred: WMJK\n",
      "true: 565S\n",
      "pred: 565S\n",
      "true: HBHE\n",
      "pred: HBHE\n",
      "true: 5R9SP\n",
      "pred: 5R9SP\n",
      "true: M6TX95\n",
      "pred: M6TX95\n",
      "true: 8UPH53\n",
      "pred: 8UPH53\n",
      "true: XVDC3A\n",
      "pred: XVDC3A\n",
      "true: AJWY\n",
      "pred: AJWY\n",
      "true: V8WH96\n",
      "pred: V8WH96\n",
      "true: DC4A4\n",
      "pred: DC4A4\n",
      "true: 5B4K\n",
      "pred: 5B4K\n",
      "true: SMT8N8\n",
      "pred: SMT8N8\n",
      "true: PMR6\n",
      "pred: PMR6\n",
      "true: EJE3\n",
      "pred: EJE3\n",
      "true: M46THK\n",
      "pred: M46THK\n",
      "true: 88SRP5\n",
      "pred: 88SRP5\n",
      "true: KHEN6\n",
      "pred: KHEN6\n",
      "true: WEJS\n",
      "pred: WEJS\n",
      "true: P9E4R\n",
      "pred: P9E4R\n",
      "true: UU5SC\n",
      "pred: UU5SC\n",
      "true: HD49\n",
      "pred: HD49\n",
      "true: EUSR\n",
      "pred: EUSR\n",
      "true: KMXA9S\n",
      "pred: KMXA9S\n",
      "true: M3WNT\n",
      "pred: M3WNT\n",
      "true: NPRAC\n",
      "pred: NPRAC\n",
      "true: 6CSN\n",
      "pred: 6CSN\n",
      "true: 58X4WA\n",
      "pred: 58X4WA\n",
      "true: AA9VH\n",
      "pred: AA9VH\n",
      "true: THPCW\n",
      "pred: THPCW\n",
      "true: 3KUBK3\n",
      "pred: 3KUBK3\n",
      "true: X94NKB\n",
      "pred: X94NKB\n",
      "true: XUBSE\n",
      "pred: XUBSE\n",
      "true: YBCP\n",
      "pred: YBCP\n",
      "true: M98B8\n",
      "pred: M98B8\n",
      "true: 4JKWM\n",
      "pred: 4JKWM\n",
      "true: 5NR6B\n",
      "pred: 5NR6B\n",
      "true: WCTCK\n",
      "pred: WCTCK\n",
      "true: MBBWB4\n",
      "pred: MBBWB4\n",
      "true: W6T5TB\n",
      "pred: W6T5TB\n",
      "true: HD4RBB\n",
      "pred: HD4RBB\n",
      "true: K6N3\n",
      "pred: K6N3\n",
      "true: HN3W\n",
      "pred: HN3W\n",
      "true: AWESM\n",
      "pred: AWESM\n",
      "true: B833E5\n",
      "pred: B833E5\n",
      "true: CU4R\n",
      "pred: CU4R\n",
      "true: SE84\n",
      "pred: SE84\n",
      "true: 4WAC9B\n",
      "pred: 4WAC9B\n",
      "true: K3V3\n",
      "pred: K3V3\n",
      "true: DRBT\n",
      "pred: DRBT\n",
      "true: 3MAV5\n",
      "pred: 3MAV5\n",
      "true: BH5UVE\n",
      "pred: BH5UVE\n",
      "true: VKWURU\n",
      "pred: VKWURU\n",
      "true: X9M88R\n",
      "pred: X9M88R\n",
      "true: X6XH\n",
      "pred: X6XH\n",
      "true: USVP\n",
      "pred: USVP\n",
      "true: SVMAX\n",
      "pred: SVMAX\n",
      "true: BXXPPD\n",
      "pred: BXXPPD\n",
      "true: JPXJ\n",
      "pred: JPXJ\n",
      "true: W94SDT\n",
      "pred: W94SDT\n",
      "true: W4UC\n",
      "pred: W4UC\n",
      "true: YK58U8\n",
      "pred: YK58U8\n",
      "true: 9H6VAP\n",
      "pred: 9H6VAP\n",
      "true: 5W8X\n",
      "pred: 5W8X\n",
      "true: XCPC\n",
      "pred: XCPC\n",
      "true: VPTUC\n",
      "pred: VPTUC\n",
      "true: B6NY\n",
      "pred: B6NY\n",
      "true: 4D954\n",
      "pred: 4D954\n",
      "true: EKV8KN\n",
      "pred: EKV8KN\n",
      "true: TKP6J\n",
      "pred: TKP6J\n",
      "true: JM8Y4H\n",
      "pred: JM8Y4H\n",
      "true: U9MR\n",
      "pred: U9MR\n",
      "true: 5P4X\n",
      "pred: 5P4X\n",
      "true: C58MX\n",
      "pred: C58MX\n",
      "true: SYUA\n",
      "pred: SYUA\n",
      "true: DUNEED\n",
      "pred: DUNEED\n",
      "true: KT9DB\n",
      "pred: KT9DB\n",
      "true: BUEBUP\n",
      "pred: BUEBUP\n",
      "true: 3EWKP\n",
      "pred: 3EWKP\n",
      "true: CCAYUV\n",
      "pred: CCAYUV\n",
      "true: 9TDB\n",
      "pred: 9TDB\n",
      "true: USJC8\n",
      "pred: USJC8\n",
      "true: TRDVNC\n",
      "pred: TRDVNC\n",
      "true: DBUMD\n",
      "pred: DBUMD\n",
      "true: 6U46DT\n",
      "pred: 6U46DT\n",
      "true: S63Y\n",
      "pred: S63Y\n",
      "true: HC4A6\n",
      "pred: HC4A6\n",
      "true: 8B53\n",
      "pred: 8B53\n",
      "true: X5RK8\n",
      "pred: X5RK8\n",
      "true: PT5N\n",
      "pred: PT5N\n",
      "true: EWXA\n",
      "pred: EWXA\n",
      "true: 3YEU\n",
      "pred: 3YEU\n",
      "true: WTDSR\n",
      "pred: WTDSR\n",
      "true: A6P5\n",
      "pred: A6P5\n",
      "true: KNS5WJ\n",
      "pred: KNS5WJ\n",
      "true: RYECM\n",
      "pred: RYECM\n",
      "true: NREY8H\n",
      "pred: NREY8H\n",
      "true: 9M4SMD\n",
      "pred: 9M4SMD\n",
      "true: SV8VE\n",
      "pred: SV8VE\n",
      "true: 5CV8\n",
      "pred: 5CV8\n",
      "true: CK54RH\n",
      "pred: CK54RH\n",
      "true: JMKA\n",
      "pred: JMKA\n",
      "true: 9HTXMM\n",
      "pred: 9HTXMM\n",
      "true: W9MAEA\n",
      "pred: W9MAEA\n",
      "true: 3DYJ\n",
      "pred: 3DYJ\n",
      "true: 46XK\n",
      "pred: 46XK\n",
      "true: 5XTW\n",
      "pred: 5XTW\n",
      "true: JKNAH\n",
      "pred: JKNAH\n",
      "true: 5RCV\n",
      "pred: 5RCV\n",
      "true: KBWK4S\n",
      "pred: KBWK4S\n",
      "true: EMNSC\n",
      "pred: EMNSC\n",
      "true: 93KJM\n",
      "pred: 93KJM\n",
      "true: NS4BT\n",
      "pred: NS4BT\n",
      "true: JYJ4HB\n",
      "pred: JYJ4HB\n",
      "true: RCBB\n",
      "pred: RCBB\n",
      "true: TE4C\n",
      "pred: TE4C\n",
      "true: 5YM4\n",
      "pred: 5YM4\n",
      "true: RA9S\n",
      "pred: RA9S\n",
      "true: D86J\n",
      "pred: D86J\n",
      "true: XX4N\n",
      "pred: XX4N\n",
      "true: CBTV\n",
      "pred: CBTV\n",
      "true: XDJD\n",
      "pred: XDJD\n",
      "true: WRKCSW\n",
      "pred: WRKCSW\n",
      "true: EAM4\n",
      "pred: EAM4\n",
      "true: N5YU3B\n",
      "pred: N5YU3B\n",
      "true: BV4M\n",
      "pred: BV4M\n",
      "true: PY4U5V\n",
      "pred: PY4U5V\n",
      "true: M9PWJ3\n",
      "pred: M9PWJ3\n",
      "true: EB9VN\n",
      "pred: EB9VN\n",
      "true: UUBSHM\n",
      "pred: UUBSHM\n",
      "true: EMCCKA\n",
      "pred: EMCCKA\n",
      "true: JUR6\n",
      "pred: JUR6\n",
      "true: VNJ65T\n",
      "pred: VNJ65T\n",
      "true: EY3S\n",
      "pred: EY3S\n",
      "true: XBXDUP\n",
      "pred: XBXDUP\n",
      "true: 93XA\n",
      "pred: 93XA\n",
      "true: 9YHP\n",
      "pred: 9YHP\n",
      "true: J9N3KX\n",
      "pred: J9N3KX\n",
      "true: JWYVP\n",
      "pred: JWYVP\n",
      "true: HJN6\n",
      "pred: HJN6\n",
      "true: DHT8N\n",
      "pred: DHT8N\n",
      "true: JRY6W\n",
      "pred: JRY6W\n",
      "true: WMWA\n",
      "pred: WMWA\n",
      "true: CTDPU\n",
      "pred: CTDPU\n",
      "true: JWA9EH\n",
      "pred: JWA9EH\n",
      "true: K5AX\n",
      "pred: K5AX\n",
      "true: UH86\n",
      "pred: UH86\n",
      "true: EJ56T\n",
      "pred: EJ56T\n",
      "true: B98DYW\n",
      "pred: B98DYW\n",
      "true: DTV8M\n",
      "pred: DTV8M\n",
      "true: 3P3V9\n",
      "pred: 3P3V9\n",
      "true: 35XN\n",
      "pred: 35XN\n",
      "true: VTWYW\n",
      "pred: VTWYW\n",
      "true: D4CVES\n",
      "pred: D4CVES\n",
      "true: 4NHEX\n",
      "pred: 4NHEX\n",
      "true: WS839\n",
      "pred: WS839\n",
      "true: H9U34\n",
      "pred: H9U34\n",
      "true: 85DDN\n",
      "pred: 85DDN\n",
      "true: WBB6KV\n",
      "pred: WBB6KV\n",
      "true: MBP9\n",
      "pred: MBP9\n",
      "true: SV9W\n",
      "pred: SV9W\n",
      "true: Y6R4U\n",
      "pred: Y6R4U\n",
      "true: PHSRD\n",
      "pred: PHSRD\n",
      "true: 94SP\n",
      "pred: 94SP\n",
      "true: AU8UH\n",
      "pred: AU8UH\n",
      "true: 9HB4YN\n",
      "pred: 9HB4YN\n",
      "true: XCB3XC\n",
      "pred: XCB3XC\n",
      "true: B8RPV\n",
      "pred: B8RPV\n",
      "true: T3XJXB\n",
      "pred: T3XJXB\n",
      "true: 44CWSE\n",
      "pred: 44CWSE\n",
      "true: W454KH\n",
      "pred: W454KH\n",
      "true: U5BE\n",
      "pred: U5BE\n",
      "true: WASEM6\n",
      "pred: WASEM6\n",
      "true: CXPT\n",
      "pred: CXPT\n",
      "true: JJ5B\n",
      "pred: JJ5B\n",
      "true: JJAU3B\n",
      "pred: JJAU3B\n",
      "true: VYAX5\n",
      "pred: VYAX5\n",
      "true: EERADM\n",
      "pred: EERADM\n",
      "true: AN3BPD\n",
      "pred: AN3BPD\n",
      "true: ETMSB\n",
      "pred: ETMSB\n",
      "true: 5BPE4C\n",
      "pred: 5BPE4C\n",
      "true: HJCRKR\n",
      "pred: HJCRKR\n",
      "true: V6959\n",
      "pred: V6959\n",
      "true: Y45W\n",
      "pred: Y45W\n",
      "true: W6A5UA\n",
      "pred: W6A5UA\n",
      "true: HBDYK\n",
      "pred: HBDYK\n",
      "true: 55RXUW\n",
      "pred: 55RXUW\n",
      "true: XAWU\n",
      "pred: XAWU\n",
      "true: X6C4S5\n",
      "pred: X6C4S5\n",
      "true: SW4KMU\n",
      "pred: SW4KMU\n",
      "true: TPSUHM\n",
      "pred: TPSUHM\n",
      "true: 45E9M5\n",
      "pred: 45E9M5\n",
      "true: PCNP\n",
      "pred: PCNP\n",
      "true: JKJ98K\n",
      "pred: JKJ98K\n",
      "true: P3W4\n",
      "pred: P3W4\n",
      "true: 5BMB\n",
      "pred: 5BMB\n",
      "true: 8WXUU6\n",
      "pred: 8WXUU6\n",
      "true: K9VKS6\n",
      "pred: K9VKS6\n",
      "true: W3W6RK\n",
      "pred: W3W6RK\n",
      "true: W4MB5V\n",
      "pred: W4MB5V\n",
      "true: HH6KW\n",
      "pred: HH6KW\n",
      "true: 54PVAJ\n",
      "pred: 54PVAJ\n",
      "true: S98XY\n",
      "pred: S98XY\n",
      "true: JP9EBR\n",
      "pred: JP9EBR\n",
      "true: NJRNCA\n",
      "pred: NJRNCA\n",
      "true: BX8RR\n",
      "pred: BX8RR\n",
      "true: VYR8\n",
      "pred: VYR8\n",
      "true: CJ8K\n",
      "pred: CJ8K\n",
      "true: WABCUT\n",
      "pred: WABCUT\n",
      "true: 8YTYTD\n",
      "pred: 8YTYTD\n",
      "true: SJWVP\n",
      "pred: SJWVP\n",
      "true: 4S499\n",
      "pred: 4S499\n",
      "true: V6EU9D\n",
      "pred: V6EU9D\n",
      "true: 83NKUA\n",
      "pred: 83NKUA\n",
      "true: 8EPX\n",
      "pred: 8EPX\n",
      "true: TNVS8N\n",
      "pred: TNVS8N\n",
      "true: AV8N\n",
      "pred: AV8N\n",
      "true: 4ED9M9\n",
      "pred: 4ED9M9\n",
      "true: P88HAT\n",
      "pred: P88HAT\n",
      "true: 33DW6N\n",
      "pred: 33DW6N\n",
      "true: JBXNJX\n",
      "pred: JBXNJX\n",
      "true: MHRK\n",
      "pred: MHRK\n",
      "true: NBCS\n",
      "pred: NBCS\n",
      "true: PUMA\n",
      "pred: PUMA\n",
      "true: 4KPXU\n",
      "pred: 4KPXU\n",
      "true: HYMUV4\n",
      "pred: HYMUV4\n",
      "true: DBVE3\n",
      "pred: DBVE3\n",
      "true: DX3K\n",
      "pred: DX3K\n",
      "true: KPYX\n",
      "pred: KPYX\n",
      "true: BB4VK4\n",
      "pred: BB4VK4\n",
      "true: RWUSE\n",
      "pred: RWUSE\n",
      "true: 9EVE3M\n",
      "pred: 9EVE3M\n",
      "true: W9RKT\n",
      "pred: W9RKT\n",
      "true: BA3E\n",
      "pred: BA3E\n",
      "true: BEB94\n",
      "pred: BEB94\n",
      "true: RXYS\n",
      "pred: RXYS\n",
      "true: WS6P3\n",
      "pred: WS6P3\n",
      "true: M5J3\n",
      "pred: M5J3\n",
      "true: MUJMD\n",
      "pred: MUJMD\n",
      "true: PWHK\n",
      "pred: PWHK\n",
      "true: VEJ9H\n",
      "pred: VEJ9H\n",
      "true: AK49Y\n",
      "pred: AK49Y\n",
      "true: 4ETNJ\n",
      "pred: 4ETNJ\n",
      "true: CNWYM\n",
      "pred: CNWYM\n",
      "true: XSKC6\n",
      "pred: XSKC6\n",
      "true: NU4U\n",
      "pred: NU4U\n",
      "true: NNNPA4\n",
      "pred: NNNPA4\n",
      "true: YWCNT\n",
      "pred: YWCNT\n",
      "true: N6XYYB\n",
      "pred: N6XYYB\n",
      "true: JYADW\n",
      "pred: JYADW\n",
      "true: VJVD\n",
      "pred: VJVD\n",
      "true: TA88\n",
      "pred: TA88\n",
      "true: ENN4K\n",
      "pred: ENN4K\n",
      "true: S5MTC\n",
      "pred: S5MTC\n",
      "true: HYYCBB\n",
      "pred: HYYCBB\n",
      "true: KHCDBK\n",
      "pred: KHCDBK\n",
      "true: U3X9S\n",
      "pred: U3X9S\n",
      "true: 38B3\n",
      "pred: 38B3\n",
      "true: VEV4A4\n",
      "pred: VEV4A4\n",
      "true: 6ABRB3\n",
      "pred: 6ABRB3\n",
      "true: BTKH94\n",
      "pred: BTKH94\n",
      "true: 5S83\n",
      "pred: 5S83\n",
      "true: 9XRPK\n",
      "pred: 9XRPK\n",
      "true: 4WTE\n",
      "pred: 4WTE\n",
      "true: PKWB\n",
      "pred: PKWB\n",
      "true: WUA34T\n",
      "pred: WUA34T\n",
      "true: VPHU\n",
      "pred: VPHU\n",
      "true: TUWTS\n",
      "pred: TUWTS\n",
      "true: K9TP\n",
      "pred: K9TP\n",
      "true: C8JU\n",
      "pred: C8JU\n",
      "true: 4N9UCY\n",
      "pred: 4N9UCY\n",
      "true: 9JVS\n",
      "pred: 9JVS\n",
      "true: SAD3\n",
      "pred: SAD3\n",
      "true: MNB4\n",
      "pred: MNB4\n",
      "true: V3HVB\n",
      "pred: V3HVB\n",
      "true: JWS4H4\n",
      "pred: JWS4H4\n",
      "true: DBBC\n",
      "pred: DBBC\n",
      "true: EDP3\n",
      "pred: EDP3\n",
      "true: PJX6\n",
      "pred: PJX6\n",
      "true: RA8V8\n",
      "pred: RA8V8\n",
      "true: MAYMN\n",
      "pred: MAYMN\n",
      "true: N65T5K\n",
      "pred: N65T5K\n",
      "true: BBKDME\n",
      "pred: BBKDME\n",
      "true: KVE3\n",
      "pred: KVE3\n",
      "true: N4Y5YY\n",
      "pred: N4Y5YY\n",
      "true: J53DU\n",
      "pred: J53DU\n",
      "true: WHANPC\n",
      "pred: WHANPC\n",
      "true: HNYWVE\n",
      "pred: HNYWVE\n",
      "true: E9WC9\n",
      "pred: E9WC9\n",
      "true: C9TVDU\n",
      "pred: C9TVDU\n",
      "true: YR66YA\n",
      "pred: YR66YA\n",
      "true: CJRSAK\n",
      "pred: CJRSAK\n",
      "true: HR4P\n",
      "pred: HR4P\n",
      "true: M44CH6\n",
      "pred: M44CH6\n",
      "true: 56KJUV\n",
      "pred: 56KJUV\n",
      "true: JEUNV\n",
      "pred: JEUNV\n",
      "true: HNAB\n",
      "pred: HNAB\n",
      "true: BED3SR\n",
      "pred: BED3SR\n",
      "true: PJRH\n",
      "pred: PJRH\n",
      "true: TXADJ\n",
      "pred: TXADJ\n",
      "true: 53XPD\n",
      "pred: 53XPD\n",
      "true: HVPSA\n",
      "pred: HVPSA\n",
      "true: KVKSB\n",
      "pred: KVKSB\n",
      "true: D6CREM\n",
      "pred: D6CREM\n",
      "true: PH8H\n",
      "pred: PH8H\n",
      "true: 5UNEA\n",
      "pred: 5UNEA\n",
      "true: PM64\n",
      "pred: PM64\n",
      "true: EKVW\n",
      "pred: EKVW\n",
      "true: 649H\n",
      "pred: 649H\n",
      "true: TRT56\n",
      "pred: TRT56\n",
      "true: PK5XXX\n",
      "pred: PK5XXX\n",
      "true: ECT85\n",
      "pred: ECT85\n",
      "true: RHA534\n",
      "pred: RHA534\n",
      "true: XB8X\n",
      "pred: XB8X\n",
      "true: MXX4U3\n",
      "pred: MXX4U3\n",
      "true: VJD6\n",
      "pred: VJD6\n",
      "true: 4WB3\n",
      "pred: 4WB3\n",
      "true: 65HP\n",
      "pred: 65HP\n",
      "true: WEJNM\n",
      "pred: WEJNM\n",
      "true: 38899B\n",
      "pred: 38899B\n",
      "true: XVKS\n",
      "pred: XVKS\n",
      "true: 95E8\n",
      "pred: 95E8\n",
      "true: VDMJ\n",
      "pred: VDMJ\n",
      "true: E93EY\n",
      "pred: E93EY\n",
      "true: CVB9J\n",
      "pred: CVB9J\n",
      "true: SKVY\n",
      "pred: SKVY\n",
      "true: HCMNCU\n",
      "pred: HCMNCU\n",
      "true: NVNSA\n",
      "pred: NVNSA\n",
      "true: KR6KNY\n",
      "pred: KR6KNY\n",
      "true: 33VW3C\n",
      "pred: 33VW3C\n",
      "true: V6SY\n",
      "pred: V6SY\n",
      "true: HAY4K\n",
      "pred: HAY4K\n",
      "true: NK4E4\n",
      "pred: NK4E4\n",
      "true: J34C\n",
      "pred: J34C\n",
      "true: A336\n",
      "pred: A336\n",
      "true: UW9E66\n",
      "pred: UW9E66\n",
      "true: KWTAA\n",
      "pred: KWTAA\n",
      "true: WUM6\n",
      "pred: WUM6\n",
      "true: ET64\n",
      "pred: ET64\n",
      "true: ED8N5\n",
      "pred: ED8N5\n",
      "true: 6UKP\n",
      "pred: 6UKP\n",
      "true: UWNPM\n",
      "pred: UWNPM\n",
      "true: 53AHT\n",
      "pred: 53AHT\n",
      "true: 3PPJ\n",
      "pred: 3PPJ\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: 3MHKN8\n",
      "pred: 3MHKN8\n",
      "true: J9CY\n",
      "pred: J9CY\n",
      "true: PJY8\n",
      "pred: PJY8\n",
      "true: HHTTP\n",
      "pred: HHTTP\n",
      "true: S8HC\n",
      "pred: S8HC\n",
      "true: 5BR8\n",
      "pred: 5BR8\n",
      "true: RYEBY\n",
      "pred: RYEBY\n",
      "true: 9BK9M\n",
      "pred: 9BK9M\n",
      "true: 3DKK6R\n",
      "pred: 3DKK6R\n",
      "true: E353A\n",
      "pred: E353A\n",
      "true: PPVS\n",
      "pred: PPVS\n",
      "true: MEN5\n",
      "pred: MEN5\n",
      "true: SY6J4\n",
      "pred: SY6J4\n",
      "true: K8HA\n",
      "pred: K8HA\n",
      "true: DVAE4Y\n",
      "pred: DVAE4Y\n",
      "true: PHJP8\n",
      "pred: PHJP8\n",
      "true: WB5T\n",
      "pred: WB5T\n",
      "true: VUHAXY\n",
      "pred: VUHAXY\n",
      "true: K66J\n",
      "pred: K66J\n",
      "true: 3BJ9X\n",
      "pred: 3BJ9X\n",
      "true: 9U9XK9\n",
      "pred: 9U9XK9\n",
      "true: N8KANR\n",
      "pred: N8KANR\n",
      "true: 956SKH\n",
      "pred: 956SKH\n",
      "true: BNUD\n",
      "pred: BNUD\n",
      "true: 4BSRP\n",
      "pred: 4BSRP\n",
      "true: 9MK8RS\n",
      "pred: 9MK8RS\n",
      "true: X65UK5\n",
      "pred: X65UK5\n",
      "true: EURX\n",
      "pred: EURX\n",
      "true: 3VXSUA\n",
      "pred: 3VXSUA\n",
      "true: 6VMVA\n",
      "pred: 6VMVA\n",
      "true: NCXAVU\n",
      "pred: NCXAVU\n",
      "true: BTBAJ\n",
      "pred: BTBAJ\n",
      "true: 8AMN6\n",
      "pred: 8AMN6\n",
      "true: VP83Y\n",
      "pred: VP83Y\n",
      "true: ENXV99\n",
      "pred: ENXV99\n",
      "true: KNJRH3\n",
      "pred: KNJRH3\n",
      "true: KD4ADU\n",
      "pred: KD4ADU\n",
      "true: RAHVU\n",
      "pred: RAHVU\n",
      "true: E354\n",
      "pred: E354\n",
      "true: U9HVS9\n",
      "pred: U9HVS9\n",
      "true: EW3EDS\n",
      "pred: EW3EDS\n",
      "true: THYU\n",
      "pred: THYU\n",
      "true: ERKJ4J\n",
      "pred: ERKJ4J\n",
      "true: M4SW\n",
      "pred: M4SW\n",
      "true: 9V8TR\n",
      "pred: 9V8TR\n",
      "true: 966EU\n",
      "pred: 966EU\n",
      "true: VNUTY\n",
      "pred: VNUTY\n",
      "true: RVUM\n",
      "pred: RVUM\n",
      "true: 88SB\n",
      "pred: 88SB\n",
      "true: UMPM9\n",
      "pred: UMPM9\n",
      "true: TJNP\n",
      "pred: TJNP\n",
      "true: 6KT5\n",
      "pred: 6KT5\n",
      "true: 4D8R6E\n",
      "pred: 4D8R6E\n",
      "true: R38K\n",
      "pred: R38K\n",
      "true: MB8YA6\n",
      "pred: MB8YA6\n",
      "true: UCJTNT\n",
      "pred: UCJTNT\n",
      "true: DC9RKC\n",
      "pred: DC9RKC\n",
      "true: PKT4JP\n",
      "pred: PKT4JP\n",
      "true: AAUDX\n",
      "pred: AAUDX\n",
      "true: 83UP8\n",
      "pred: 83UP8\n",
      "true: VN98UB\n",
      "pred: VN98UB\n",
      "true: CBMC\n",
      "pred: CBMC\n",
      "true: 5JUCYA\n",
      "pred: 5JUCYA\n",
      "true: NJMY\n",
      "pred: NJMY\n",
      "true: YVNXN\n",
      "pred: YVNXN\n",
      "true: AHH3\n",
      "pred: AHH3\n",
      "true: VNMNH\n",
      "pred: VNMNH\n",
      "true: HWER\n",
      "pred: HWER\n",
      "true: E4XT3\n",
      "pred: E4XT3\n",
      "true: NNC8EW\n",
      "pred: NNC8EW\n",
      "true: T6DHDC\n",
      "pred: T6DHDC\n",
      "true: WBMHEM\n",
      "pred: WBMHEM\n",
      "true: UAXY3\n",
      "pred: UAXY3\n",
      "true: DTS5KB\n",
      "pred: DTS5KB\n",
      "true: BNA3A\n",
      "pred: BNA3A\n",
      "true: 5CME\n",
      "pred: 5CME\n",
      "true: XCV86\n",
      "pred: XCV86\n",
      "true: NHHJM\n",
      "pred: NHHJM\n",
      "true: MCSH\n",
      "pred: MCSH\n",
      "true: BDJNBD\n",
      "pred: BDJNBD\n",
      "true: BSE9TC\n",
      "pred: BSE9TC\n",
      "true: D4436\n",
      "pred: D4436\n",
      "true: SH3XSN\n",
      "pred: SH3XSN\n",
      "true: 6J3T3\n",
      "pred: 6J3T3\n",
      "true: V4EDP\n",
      "pred: V4EDP\n",
      "true: SPPX34\n",
      "pred: SPPX34\n",
      "true: U3SD\n",
      "pred: U3SD\n",
      "true: P35J\n",
      "pred: P35J\n",
      "true: BVWPYY\n",
      "pred: BVWPYY\n",
      "true: 6XUJHH\n",
      "pred: 6XUJHH\n",
      "true: YHJSA\n",
      "pred: YHJSA\n",
      "true: WYWPX\n",
      "pred: WYWPX\n",
      "true: 6BAE\n",
      "pred: 6BAE\n",
      "true: A6TAXW\n",
      "pred: A6TAXW\n",
      "true: STMD\n",
      "pred: STMD\n",
      "true: UJPEW\n",
      "pred: UJPEW\n",
      "true: A6MP\n",
      "pred: A6MP\n",
      "true: W5K5\n",
      "pred: W5K5\n",
      "true: T68VN\n",
      "pred: T68VN\n",
      "true: MXC96\n",
      "pred: MXC96\n",
      "true: BCMHW\n",
      "pred: BCMHW\n",
      "true: XB43N4\n",
      "pred: XB43N4\n",
      "true: KYYTD\n",
      "pred: KYYTD\n",
      "true: PNEJ\n",
      "pred: PNEJ\n",
      "true: AN4Y\n",
      "pred: AN4Y\n",
      "true: MBA4MV\n",
      "pred: MBA4MV\n",
      "true: MK3WB\n",
      "pred: MK3WB\n",
      "true: 6YDW3\n",
      "pred: 6YDW3\n",
      "true: 88TV3M\n",
      "pred: 88TV3M\n",
      "true: XR8X\n",
      "pred: XR8X\n",
      "true: JAEA6Y\n",
      "pred: JAEA6Y\n",
      "true: 9RRUV\n",
      "pred: 9RRUV\n",
      "true: VBV3XN\n",
      "pred: VBV3XN\n",
      "true: 5S85\n",
      "pred: 5S85\n",
      "true: XH34R\n",
      "pred: XH34R\n",
      "true: EMD94\n",
      "pred: EMD94\n",
      "true: PEC49\n",
      "pred: PEC49\n",
      "true: YHUK3\n",
      "pred: YHUK3\n",
      "true: X5JRT\n",
      "pred: X5JRT\n",
      "true: RNTSK\n",
      "pred: RNTSK\n",
      "true: HBJVX\n",
      "pred: HBJVX\n",
      "true: 9U8YP\n",
      "pred: 9U8YP\n",
      "true: APRUB\n",
      "pred: APRUB\n",
      "true: PXARD\n",
      "pred: PXARD\n",
      "true: XAHT5\n",
      "pred: XAHT5\n",
      "true: 6SY3C3\n",
      "pred: 6SY3C3\n",
      "true: T34X\n",
      "pred: T34X\n",
      "true: Y38HT\n",
      "pred: Y38HT\n",
      "true: NW6MX\n",
      "pred: NW6MX\n",
      "true: URWJ\n",
      "pred: URWJ\n",
      "true: YJV4\n",
      "pred: YJV4\n",
      "true: 6BAJJC\n",
      "pred: 6BAJJC\n",
      "true: RSRP36\n",
      "pred: RSRP36\n",
      "true: X3BX\n",
      "pred: X3BX\n",
      "true: 5VH6\n",
      "pred: 5VH6\n",
      "true: CXRP\n",
      "pred: CXRP\n",
      "true: 4NUK\n",
      "pred: 4NUK\n",
      "true: VHEVS\n",
      "pred: VHEVS\n",
      "true: KV5M\n",
      "pred: KV5M\n",
      "true: 3BJRMP\n",
      "pred: 3BJRMP\n",
      "true: 5BCT\n",
      "pred: 5BCT\n",
      "true: YA6R8P\n",
      "pred: YA6R8P\n",
      "true: 9KNV5\n",
      "pred: 9KNV5\n",
      "true: VSPHM\n",
      "pred: VSPHM\n",
      "true: 4R5Y\n",
      "pred: 4R5Y\n",
      "true: 4YRD\n",
      "pred: 4YRD\n",
      "true: UUW6\n",
      "pred: UUW6\n",
      "true: 46EUC\n",
      "pred: 46EUC\n",
      "true: 5APD\n",
      "pred: 5APD\n",
      "true: VYNKN\n",
      "pred: VYNKN\n",
      "true: JJ5C5V\n",
      "pred: JJ5C5V\n",
      "true: WWWX\n",
      "pred: WWWX\n",
      "true: 6SXK\n",
      "pred: 6SXK\n",
      "true: 6XJKMH\n",
      "pred: 6XJKMH\n",
      "true: 45UKM\n",
      "pred: 45UKM\n",
      "true: 9D58RH\n",
      "pred: 9D58RH\n",
      "true: YNR94\n",
      "pred: YNR94\n",
      "true: PNHB\n",
      "pred: PNHB\n",
      "true: J6WUAP\n",
      "pred: J6WUAP\n",
      "true: EVKD3V\n",
      "pred: EVKD3V\n",
      "true: TKPH4\n",
      "pred: TKPH4\n",
      "true: 9BRAM\n",
      "pred: 9BRAM\n",
      "true: C55JTE\n",
      "pred: C55JTE\n",
      "true: UJEH5X\n",
      "pred: UJEH5X\n",
      "true: KJPH4\n",
      "pred: KJPH4\n",
      "true: CBTY4S\n",
      "pred: CBTY4S\n",
      "true: AEXN\n",
      "pred: AEXN\n",
      "true: 9W6ASP\n",
      "pred: 9W6ASP\n",
      "true: BYUR\n",
      "pred: BYUR\n",
      "true: SAYT9J\n",
      "pred: SAYT9J\n",
      "true: C4883J\n",
      "pred: C4883J\n",
      "true: BBJEH\n",
      "pred: BBJEH\n",
      "true: 3ESPK\n",
      "pred: 3ESPK\n",
      "true: TAE8U\n",
      "pred: TAE8U\n",
      "true: SC4XVK\n",
      "pred: SC4XVK\n",
      "true: PX4M\n",
      "pred: PX4M\n",
      "true: VJWWKE\n",
      "pred: VJWWKE\n",
      "true: D8VCX\n",
      "pred: D8VCX\n",
      "true: 4WVC\n",
      "pred: 4WVC\n",
      "true: M3CKEN\n",
      "pred: M3CKEN\n",
      "true: KCVYP\n",
      "pred: KCVYP\n",
      "true: DSUA\n",
      "pred: DSUA\n",
      "true: AXKT\n",
      "pred: AXKT\n",
      "true: CKHUY\n",
      "pred: CKHUY\n",
      "true: EHCV\n",
      "pred: EHCV\n",
      "true: PMMM\n",
      "pred: PMMM\n",
      "true: 63TPC\n",
      "pred: 63TPC\n",
      "true: 5X3WPM\n",
      "pred: 5X3WPM\n",
      "true: H3KU8N\n",
      "pred: H3KU8N\n",
      "true: 8MYYJ\n",
      "pred: 8MYYJ\n",
      "true: 5YYX\n",
      "pred: 5YYX\n",
      "true: 8NW6BH\n",
      "pred: 8NW6BH\n",
      "true: P5TAB\n",
      "pred: P5TAB\n",
      "true: S9996B\n",
      "pred: S9996B\n",
      "true: M535NN\n",
      "pred: M535NN\n",
      "true: RRHY\n",
      "pred: RRHY\n",
      "true: 3B5RU\n",
      "pred: 3B5RU\n",
      "true: 65SK\n",
      "pred: 65SK\n",
      "true: XX98E\n",
      "pred: XX98E\n",
      "true: DT4C5\n",
      "pred: DT4C5\n",
      "true: CMTUC\n",
      "pred: CMTUC\n",
      "true: S9UUAD\n",
      "pred: S9UUAD\n",
      "true: DUA5\n",
      "pred: DUA5\n",
      "true: AMYJK\n",
      "pred: AMYJK\n",
      "true: DP5C\n",
      "pred: DP5C\n",
      "true: MUPM\n",
      "pred: MUPM\n",
      "true: ERVS8\n",
      "pred: ERVS8\n",
      "true: 4MXY\n",
      "pred: 4MXY\n",
      "true: N3YD\n",
      "pred: N3YD\n",
      "true: 5PKB6K\n",
      "pred: 5PKB6K\n",
      "true: 3BE9\n",
      "pred: 3BE9\n",
      "true: T5SY5\n",
      "pred: T5SY5\n",
      "true: 44JTE\n",
      "pred: 44JTE\n",
      "true: DPUP4H\n",
      "pred: DPUP4H\n",
      "true: S86P\n",
      "pred: S86P\n",
      "true: RRXXN\n",
      "pred: RRXXN\n",
      "true: HSEX6K\n",
      "pred: HSEX6K\n",
      "true: NPUH9B\n",
      "pred: NPUH9B\n",
      "true: 6RDK4N\n",
      "pred: 6RDK4N\n",
      "true: JW6K\n",
      "pred: JW6K\n",
      "true: CHBE6M\n",
      "pred: CHBE6M\n",
      "true: JEU4\n",
      "pred: JEU4\n",
      "true: X9A6X\n",
      "pred: X9A6X\n",
      "true: C89KR\n",
      "pred: C89KR\n",
      "true: WNYH5\n",
      "pred: WNYH5\n",
      "true: DVDV\n",
      "pred: DVDV\n",
      "true: N6AJH9\n",
      "pred: N6AJH9\n",
      "true: KU3TUY\n",
      "pred: KU3TUY\n",
      "true: 3CBK6D\n",
      "pred: 3CBK6D\n",
      "true: HBJY\n",
      "pred: HBJY\n",
      "true: BJXKX\n",
      "pred: BJXKX\n",
      "true: KHYK\n",
      "pred: KHYK\n",
      "true: R9BHS\n",
      "pred: R9BHS\n",
      "true: RHHHB\n",
      "pred: RHHHB\n",
      "true: MDJYCD\n",
      "pred: MDJYCD\n",
      "true: 4HH8C\n",
      "pred: 4HH8C\n",
      "true: RAKCEH\n",
      "pred: RAKCEH\n",
      "true: RMRRTU\n",
      "pred: RMRRTU\n",
      "true: R84X\n",
      "pred: R84X\n",
      "true: 3DTK\n",
      "pred: 3DTK\n",
      "true: EDK8\n",
      "pred: EDK8\n",
      "true: DD88SR\n",
      "pred: DD88SR\n",
      "true: T6CYHB\n",
      "pred: T6CYHB\n",
      "true: 8PJT\n",
      "pred: 8PJT\n",
      "true: 4RYX44\n",
      "pred: 4RYX44\n",
      "true: BY6HC\n",
      "pred: BY6HC\n",
      "true: UP6X3\n",
      "pred: UP6X3\n",
      "true: XWMAS\n",
      "pred: XWMAS\n",
      "true: NMNPV\n",
      "pred: NMNPV\n",
      "true: 4VC3\n",
      "pred: 4VC3\n",
      "true: VX3W4\n",
      "pred: VX3W4\n",
      "true: C949\n",
      "pred: C949\n",
      "true: H9RK6\n",
      "pred: H9RK6\n",
      "true: MAWV\n",
      "pred: MAWV\n",
      "true: 9K9N9K\n",
      "pred: 9K9N9K\n",
      "true: 36WU3\n",
      "pred: 36WU3\n",
      "true: UUY6C\n",
      "pred: UUY6C\n",
      "true: 936C\n",
      "pred: 936C\n",
      "true: JHXYH\n",
      "pred: JHXYH\n",
      "true: 95ER\n",
      "pred: 95ER\n",
      "true: 3T5HBY\n",
      "pred: 3T5HBY\n",
      "true: T85XP\n",
      "pred: T85XP\n",
      "true: UUHUV5\n",
      "pred: UUHUV5\n",
      "true: EHKB\n",
      "pred: EHKB\n",
      "true: WH3M\n",
      "pred: WH3M\n",
      "true: 9369AT\n",
      "pred: 9369AT\n",
      "true: M6EJC3\n",
      "pred: M6EJC3\n",
      "true: 4TJD\n",
      "pred: 4TJD\n",
      "true: HMESR\n",
      "pred: HMESR\n",
      "true: DBVCB\n",
      "pred: DBVCB\n",
      "true: X48E6B\n",
      "pred: X48E6B\n",
      "true: AYVWP\n",
      "pred: AYVWP\n",
      "true: B5A69T\n",
      "pred: B5A69T\n",
      "true: VBTXT\n",
      "pred: VBTXT\n",
      "true: SRV89\n",
      "pred: SRV89\n",
      "true: UEBH3Y\n",
      "pred: UEBH3Y\n",
      "true: B6NC8B\n",
      "pred: B6NC8B\n",
      "true: NS4RJ\n",
      "pred: NS4RJ\n",
      "true: MBDHW\n",
      "pred: MBDHW\n",
      "true: SMBC\n",
      "pred: SMBC\n",
      "true: MATA6\n",
      "pred: MATA6\n",
      "true: SKMJ\n",
      "pred: SKMJ\n",
      "true: 9M85M6\n",
      "pred: 9M85M6\n",
      "true: YMRBH\n",
      "pred: YMRBH\n",
      "true: HUCUW\n",
      "pred: HUCUW\n",
      "true: YJBTR\n",
      "pred: YJBTR\n",
      "true: 5YVD\n",
      "pred: 5YVD\n",
      "true: SXSYA\n",
      "pred: SXSYA\n",
      "true: SMTVRD\n",
      "pred: SMTVRD\n",
      "true: 8H4J\n",
      "pred: 8H4J\n",
      "true: KRURM\n",
      "pred: KRURM\n",
      "true: Y6EBXX\n",
      "pred: Y6EBXX\n",
      "true: KUUH\n",
      "pred: KUUH\n",
      "true: RXS4VU\n",
      "pred: RXS4VU\n",
      "true: 5JEKJP\n",
      "pred: 5JEKJP\n",
      "true: PJAM\n",
      "pred: PJAM\n",
      "true: U98P\n",
      "pred: U98P\n",
      "true: 96AS\n",
      "pred: 96AS\n",
      "true: B95JUX\n",
      "pred: B95JUX\n",
      "true: TYUN\n",
      "pred: TYUN\n",
      "true: WTAN3\n",
      "pred: WTAN3\n",
      "true: BKM9R8\n",
      "pred: BKM9R8\n",
      "true: BK8X\n",
      "pred: BK8X\n",
      "true: E34J\n",
      "pred: E34J\n",
      "true: TTT5\n",
      "pred: TTT5\n",
      "true: 5UJM\n",
      "pred: 5UJM\n",
      "true: TRX9UE\n",
      "pred: TRX9UE\n",
      "true: ANDE\n",
      "pred: ANDE\n",
      "true: MS5W6\n",
      "pred: MS5W6\n",
      "true: CTMH5Y\n",
      "pred: CTMH5Y\n",
      "true: DXYNUC\n",
      "pred: DXYNUC\n",
      "true: MSEN\n",
      "pred: MSEN\n",
      "true: H5TR9\n",
      "pred: H5TR9\n",
      "true: 9TMEMJ\n",
      "pred: 9TMEMJ\n",
      "true: RVRJ\n",
      "pred: RVRJ\n",
      "true: X533K4\n",
      "pred: X533K4\n",
      "true: JVCK\n",
      "pred: JVCK\n",
      "true: MYVU5M\n",
      "pred: MYVU5M\n",
      "true: WWJJEN\n",
      "pred: WWJJEN\n",
      "true: UPAW\n",
      "pred: UPAW\n",
      "true: EW5PA9\n",
      "pred: EW5PA9\n",
      "true: EDSNPH\n",
      "pred: EDSNPH\n",
      "true: AHEE9\n",
      "pred: AHEE9\n",
      "true: CDRE\n",
      "pred: CDRE\n",
      "true: CWUU\n",
      "pred: CWUU\n",
      "true: EMHMWW\n",
      "pred: EMHMWW\n",
      "true: 549R\n",
      "pred: 549R\n",
      "true: AJMC\n",
      "pred: AJMC\n",
      "true: X3KAW\n",
      "pred: X3KAW\n",
      "true: 3BRRS\n",
      "pred: 3BRRS\n",
      "true: 58M6HN\n",
      "pred: 58M6HN\n",
      "true: M3JWE\n",
      "pred: M3JWE\n",
      "true: JBM8\n",
      "pred: JBM8\n",
      "true: WC9H\n",
      "pred: WC9H\n",
      "true: MWWX\n",
      "pred: MWWX\n",
      "true: 6XBH\n",
      "pred: 6XBH\n",
      "true: PERKN\n",
      "pred: PERKN\n",
      "true: 83TSUN\n",
      "pred: 83TSUN\n",
      "true: 88EN98\n",
      "pred: 88EN98\n",
      "true: WHNM\n",
      "pred: WHNM\n",
      "true: WDW6P\n",
      "pred: WDW6P\n",
      "true: KC5U8\n",
      "pred: KC5U8\n",
      "true: 6CEX3\n",
      "pred: 6CEX3\n",
      "true: MCC6D\n",
      "pred: MCC6D\n",
      "true: YADR3\n",
      "pred: YADR3\n",
      "true: JYSA8\n",
      "pred: JYSA8\n",
      "true: AHTX\n",
      "pred: AHTX\n",
      "true: RP9N4\n",
      "pred: RP9N4\n",
      "true: 3J5S3E\n",
      "pred: 3J5S3E\n",
      "true: 6XUCE\n",
      "pred: 6XUCE\n",
      "true: HJPNE\n",
      "pred: HJPNE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: 9BS88D\n",
      "pred: 9BS88D\n",
      "true: 9BEN\n",
      "pred: 9BEN\n",
      "true: S9BHB9\n",
      "pred: S9BHB9\n",
      "true: A4D3\n",
      "pred: A4D3\n",
      "true: 94KVB\n",
      "pred: 94KVB\n",
      "true: S44M9\n",
      "pred: S44M9\n",
      "true: 8RVB\n",
      "pred: 8RVB\n",
      "true: 5RSJYR\n",
      "pred: 5RSJYR\n",
      "true: UCB6\n",
      "pred: UCB6\n",
      "true: Y336X\n",
      "pred: Y336X\n",
      "true: B5NU5A\n",
      "pred: B5NU5A\n",
      "true: TJ55HY\n",
      "pred: TJ55HY\n",
      "true: BUWR\n",
      "pred: BUWR\n",
      "true: HXUSY\n",
      "pred: HXUSY\n",
      "true: 3XEAW\n",
      "pred: 3XEAW\n",
      "true: SPWHAP\n",
      "pred: SPWHAP\n",
      "true: 8NSNTX\n",
      "pred: 8NSNTX\n",
      "true: MEPD\n",
      "pred: MEPD\n",
      "true: YN6WER\n",
      "pred: YN6WER\n",
      "true: 49EAAJ\n",
      "pred: 49EAAJ\n",
      "true: 9BD8KE\n",
      "pred: 9BD8KE\n",
      "true: R4WB\n",
      "pred: R4WB\n",
      "true: YWDUJ\n",
      "pred: YWDUJ\n",
      "true: Y9UC3E\n",
      "pred: Y9UC3E\n",
      "true: 9AA5WB\n",
      "pred: 9AA5WB\n",
      "true: UWAC\n",
      "pred: UWAC\n",
      "true: WH95N\n",
      "pred: WH95N\n",
      "true: ASV3\n",
      "pred: ASV3\n",
      "true: PSV5PB\n",
      "pred: PSV5PB\n",
      "true: HHP6WS\n",
      "pred: HHP6WS\n",
      "true: A35EA\n",
      "pred: A35EA\n",
      "true: 49BN\n",
      "pred: 49BN\n",
      "true: 6P5UN\n",
      "pred: 6P5UN\n",
      "true: 49EYW\n",
      "pred: 49EYW\n",
      "true: SP8V\n",
      "pred: SP8V\n",
      "true: P8TM\n",
      "pred: P8TM\n",
      "true: KPYU\n",
      "pred: KPYU\n",
      "true: D3KC9\n",
      "pred: D3KC9\n",
      "true: 5PX9Y4\n",
      "pred: 5PX9Y4\n",
      "true: 5WW59X\n",
      "pred: 5WW59X\n",
      "true: R3498\n",
      "pred: R3498\n",
      "true: 8S5P8\n",
      "pred: 8S5P8\n",
      "true: 69CBET\n",
      "pred: 69CBET\n",
      "true: SYYN\n",
      "pred: SYYN\n",
      "true: WBKXC5\n",
      "pred: WBKXC5\n",
      "true: BTPU\n",
      "pred: BTPU\n",
      "true: 5P3DA\n",
      "pred: 5P3DA\n",
      "true: X3U9\n",
      "pred: X3U9\n",
      "true: TBBC\n",
      "pred: TBBC\n",
      "true: WDXBN\n",
      "pred: WDXBN\n",
      "true: NBHHRC\n",
      "pred: NBHHRC\n",
      "true: JXE5B\n",
      "pred: JXE5B\n",
      "true: N3RR5U\n",
      "pred: N3RR5U\n",
      "true: PKP9AB\n",
      "pred: PKP9AB\n",
      "true: XWE5\n",
      "pred: XWE5\n",
      "true: JC8ER4\n",
      "pred: JC8ER4\n",
      "true: WT94\n",
      "pred: WT94\n",
      "true: C4P3N\n",
      "pred: C4P3N\n",
      "true: KJSTB\n",
      "pred: KJSTB\n",
      "true: CRJY\n",
      "pred: CRJY\n",
      "true: N6AD\n",
      "pred: N6AD\n",
      "true: BW6JK\n",
      "pred: BW6JK\n",
      "true: DMHJ\n",
      "pred: DMHJ\n",
      "true: SHNK6E\n",
      "pred: SHNK6E\n",
      "true: NSDHWE\n",
      "pred: NSDHWE\n",
      "true: 6BTW\n",
      "pred: 6BTW\n",
      "true: 5CTSJC\n",
      "pred: 5CTSJC\n",
      "true: JWA5H\n",
      "pred: JWA5H\n",
      "true: BD4S\n",
      "pred: BD4S\n",
      "true: PNSU\n",
      "pred: PNSU\n",
      "true: 6RC98E\n",
      "pred: 6RC98E\n",
      "true: HEKTN\n",
      "pred: HEKTN\n",
      "true: HWUS\n",
      "pred: HWUS\n",
      "true: 5845\n",
      "pred: 5845\n",
      "true: D5WKVK\n",
      "pred: D5WKVK\n",
      "true: BMUDC\n",
      "pred: BMUDC\n",
      "true: J3W8YM\n",
      "pred: J3W8YM\n",
      "true: 89RD9\n",
      "pred: 89RD9\n",
      "true: JKUY\n",
      "pred: JKUY\n",
      "true: 3WKB\n",
      "pred: 3WKB\n",
      "true: YH84B\n",
      "pred: YH84B\n",
      "true: DM3849\n",
      "pred: DM3849\n",
      "true: TE96\n",
      "pred: TE96\n",
      "true: YHHMAJ\n",
      "pred: YHHMAJ\n",
      "true: C6T9NT\n",
      "pred: C6T9NT\n",
      "true: YXAPY\n",
      "pred: YXAPY\n",
      "true: 6VNSN\n",
      "pred: 6VNSN\n",
      "true: 64U8\n",
      "pred: 64U8\n",
      "true: JKC5Y\n",
      "pred: JKC5Y\n",
      "true: E695N9\n",
      "pred: E695N9\n",
      "true: CXPTW\n",
      "pred: CXPTW\n",
      "true: 6D3JX\n",
      "pred: 6D3JX\n",
      "true: V3PYVR\n",
      "pred: V3PYVR\n",
      "true: 3EN4\n",
      "pred: 3EN4\n",
      "true: M8JV\n",
      "pred: M8JV\n",
      "true: PYVCMT\n",
      "pred: PYVCMT\n",
      "true: DDRW3X\n",
      "pred: DDRW3X\n",
      "true: ESXRD\n",
      "pred: ESXRD\n",
      "true: DPNTSY\n",
      "pred: DPNTSY\n",
      "true: 4N8K\n",
      "pred: 4N8K\n",
      "true: AUWVX\n",
      "pred: AUWVX\n",
      "true: VHDY\n",
      "pred: VHDY\n",
      "true: 3A9BT4\n",
      "pred: 3A9BT4\n",
      "true: UWWW5\n",
      "pred: UWWW5\n",
      "true: NARHSC\n",
      "pred: NARHSC\n",
      "true: UPSHCR\n",
      "pred: UPSHCR\n",
      "true: 5P85\n",
      "pred: 5P85\n",
      "true: A5E6Y\n",
      "pred: A5E6Y\n",
      "true: SN4K\n",
      "pred: SN4K\n",
      "true: CUDAPE\n",
      "pred: CUDAPE\n",
      "true: BDS6\n",
      "pred: BDS6\n",
      "true: 5HESS\n",
      "pred: 5HESS\n",
      "true: KUY8W\n",
      "pred: KUY8W\n",
      "true: 9CEEWE\n",
      "pred: 9CEEWE\n",
      "true: W5NK\n",
      "pred: W5NK\n",
      "true: 5T4T\n",
      "pred: 5T4T\n",
      "true: YXEN\n",
      "pred: YXEN\n",
      "true: A9K6Y\n",
      "pred: A9K6Y\n",
      "true: AA43AN\n",
      "pred: AA43AN\n",
      "true: XMVSJY\n",
      "pred: XMVSJY\n",
      "true: N9JXY8\n",
      "pred: N9JXY8\n",
      "true: VWBAW5\n",
      "pred: VWBAW5\n",
      "true: BHMR\n",
      "pred: BHMR\n",
      "true: CBEKTY\n",
      "pred: CBEKTY\n",
      "true: E5HPM8\n",
      "pred: E5HPM8\n",
      "true: 9AYN5\n",
      "pred: 9AYN5\n",
      "true: TESA3U\n",
      "pred: TESA3U\n",
      "true: HYSXJ\n",
      "pred: HYSXJ\n",
      "true: HSHE\n",
      "pred: HSHE\n",
      "true: KMSA\n",
      "pred: KMSA\n",
      "true: 6PXMPS\n",
      "pred: 6PXMPS\n",
      "true: 3EYDY\n",
      "pred: 3EYDY\n",
      "true: X53S\n",
      "pred: X53S\n",
      "true: WP963W\n",
      "pred: WP963W\n",
      "true: BRWNH5\n",
      "pred: BRWNH5\n",
      "true: 3VBUK\n",
      "pred: 3VBUK\n",
      "true: UACUUH\n",
      "pred: UACUUH\n",
      "true: JUCT98\n",
      "pred: JUCT98\n",
      "true: SHR6SK\n",
      "pred: SHR6SK\n",
      "true: KPUV\n",
      "pred: KPUV\n",
      "true: UVAS\n",
      "pred: UVAS\n",
      "true: P5BURK\n",
      "pred: P5BURK\n",
      "true: RSYUY5\n",
      "pred: RSYUY5\n",
      "true: EPDCP9\n",
      "pred: EPDCP9\n",
      "true: KYW8XV\n",
      "pred: KYW8XV\n",
      "true: BN36\n",
      "pred: BN36\n",
      "true: 8NY8P\n",
      "pred: 8NY8P\n",
      "true: AYKR\n",
      "pred: AYKR\n",
      "true: JHHUJS\n",
      "pred: JHHUJS\n",
      "true: RWNC\n",
      "pred: RWNC\n",
      "true: PHUP\n",
      "pred: PHUP\n",
      "true: 3HDC\n",
      "pred: 3HDC\n",
      "true: 8B9DER\n",
      "pred: 8B9DER\n",
      "true: 54MHW\n",
      "pred: 54MHW\n",
      "true: S4WRS5\n",
      "pred: S4WRS5\n",
      "true: SUCC\n",
      "pred: SUCC\n",
      "true: SU66\n",
      "pred: SU66\n",
      "true: JHPA\n",
      "pred: JHPA\n",
      "true: 5K9AN4\n",
      "pred: 5K9AN4\n",
      "true: SX9C9T\n",
      "pred: SX9C9T\n",
      "true: 83S5PT\n",
      "pred: 83S5PT\n",
      "true: HYUNE3\n",
      "pred: HYUNE3\n",
      "true: C5WVCN\n",
      "pred: C5WVCN\n",
      "true: 8END\n",
      "pred: 8END\n",
      "true: D5C59A\n",
      "pred: D5C59A\n",
      "true: VK9D6J\n",
      "pred: VK9D6J\n",
      "true: RET68K\n",
      "pred: RET68K\n",
      "true: 6SAY\n",
      "pred: 6SAY\n",
      "true: KKVYD\n",
      "pred: KKVYD\n",
      "true: XWTVMA\n",
      "pred: XWTVMA\n",
      "true: 5YJ9H\n",
      "pred: 5YJ9H\n",
      "true: YVDSTY\n",
      "pred: YVDSTY\n",
      "true: V6EJV5\n",
      "pred: V6EJV5\n",
      "true: PUY4U9\n",
      "pred: PUY4U9\n",
      "true: VXXEAP\n",
      "pred: VXXEAP\n",
      "true: H4V94B\n",
      "pred: H4V94B\n",
      "true: 3UXS\n",
      "pred: 3UXS\n",
      "true: BC3T\n",
      "pred: BC3T\n",
      "true: NJKJV\n",
      "pred: NJKJV\n",
      "true: 9XK8\n",
      "pred: 9XK8\n",
      "true: 9R8K\n",
      "pred: 9R8K\n",
      "true: S9WT6T\n",
      "pred: S9WT6T\n",
      "true: JHHE65\n",
      "pred: JHHE65\n",
      "true: H9PHT\n",
      "pred: H9PHT\n",
      "true: AWEW\n",
      "pred: AWEW\n",
      "true: SHYMW3\n",
      "pred: SHYMW3\n",
      "true: UX9E\n",
      "pred: UX9E\n",
      "true: RW9XRU\n",
      "pred: RW9XRU\n",
      "true: 9MERUE\n",
      "pred: 9MERUE\n",
      "true: TRKHB\n",
      "pred: TRKHB\n",
      "true: ED3UV\n",
      "pred: ED3UV\n",
      "true: SEKKXP\n",
      "pred: SEKKXP\n",
      "true: VKXB\n",
      "pred: VKXB\n",
      "true: 9BA8C\n",
      "pred: 9BA8C\n",
      "true: P8M3\n",
      "pred: P8M3\n",
      "true: KMN5JK\n",
      "pred: KMN5JK\n",
      "true: N435JC\n",
      "pred: N435JC\n",
      "true: 6XW8\n",
      "pred: 6XW8\n",
      "true: 6AUU89\n",
      "pred: 6AUU89\n",
      "true: 5CMMCH\n",
      "pred: 5CMMCH\n",
      "true: JMPCA\n",
      "pred: JMPCA\n",
      "true: 5M6N\n",
      "pred: 5M6N\n",
      "true: RVWPJ\n",
      "pred: RVWPJ\n",
      "true: Y4MA8T\n",
      "pred: Y4MA8T\n",
      "true: XCWAB\n",
      "pred: XCWAB\n",
      "true: 4YUP8\n",
      "pred: 4YUP8\n",
      "true: 48VN9\n",
      "pred: 48VN9\n",
      "true: KPE6AW\n",
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      "true: M9HJB\n",
      "pred: M9HJB\n",
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      "pred: CJC5K\n",
      "true: 4R8URS\n",
      "pred: 4R8URS\n",
      "true: CXX4J\n",
      "pred: CXX4J\n",
      "true: 4PTVM\n",
      "pred: 4PTVM\n",
      "true: BBAA6\n",
      "pred: BBAA6\n",
      "true: BHREYW\n",
      "pred: BHREYW\n",
      "true: W9JB6V\n",
      "pred: W9JB6V\n",
      "true: 3W4JD\n",
      "pred: 3W4JD\n",
      "true: RKUK\n",
      "pred: RKUK\n",
      "true: HEU3W\n",
      "pred: HEU3W\n",
      "true: 4VKW\n",
      "pred: 4VKW\n",
      "true: VATH\n",
      "pred: VATH\n",
      "true: JKE93R\n",
      "pred: JKE93R\n",
      "true: 6KKKUT\n",
      "pred: 6KKKUT\n",
      "true: N54PA\n",
      "pred: N54PA\n",
      "true: TKY6\n",
      "pred: TKY6\n",
      "true: C8JT\n",
      "pred: C8JT\n",
      "true: X6PA56\n",
      "pred: X6PA56\n",
      "true: 34K3PE\n",
      "pred: 34K3PE\n",
      "true: YDWMD\n",
      "pred: YDWMD\n",
      "true: 88AUK\n",
      "pred: 88AUK\n",
      "true: MTK9\n",
      "pred: MTK9\n",
      "true: E8AW\n",
      "pred: E8AW\n",
      "true: KTANSJ\n",
      "pred: KTANSJ\n",
      "true: HBHNTX\n",
      "pred: HBHNTX\n",
      "true: B59TX\n",
      "pred: B59TX\n",
      "true: UANERP\n",
      "pred: UANERP\n",
      "true: REAH\n",
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      "true: MS9VU\n",
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      "true: CSNKHX\n",
      "pred: CSNKHX\n",
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      "pred: KXN85\n",
      "true: KAVD\n",
      "pred: KAVD\n",
      "true: DNA8HW\n",
      "pred: DNA8HW\n",
      "true: A64JNT\n",
      "pred: A64JNT\n",
      "true: UWUS\n",
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      "true: PAVMH\n",
      "pred: PAVMH\n",
      "true: AWN64M\n",
      "pred: AWN64M\n",
      "true: YR6JPR\n",
      "pred: YR6JPR\n",
      "true: DNHMCT\n",
      "pred: DNHMCT\n",
      "true: VMHXW\n",
      "pred: VMHXW\n",
      "true: UYDEE\n",
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      "pred: 8589\n",
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      "true: 4KK3\n",
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      "pred: TPUCTP\n",
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      "pred: ATW4E\n",
      "true: JUSMA\n",
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      "true: 4DYXNA\n",
      "pred: 4DYXNA\n",
      "true: KSCK\n",
      "pred: KSCK\n",
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      "pred: JNEM\n",
      "true: SHR3DS\n",
      "pred: SHR3DS\n",
      "true: D859E3\n",
      "pred: D859E3\n",
      "true: DPB3\n",
      "pred: DPB3\n",
      "true: JW35\n",
      "pred: JW35\n",
      "true: HYVU\n",
      "pred: HYVU\n",
      "true: N44RW\n",
      "pred: N44RW\n",
      "true: RM5CEH\n",
      "pred: RM5CEH\n",
      "true: 9WM3KM\n",
      "pred: 9WM3KM\n",
      "true: MRM8H\n",
      "pred: MRM8H\n",
      "true: U5NRD\n",
      "pred: U5NRD\n",
      "true: VA8T\n",
      "pred: VA8T\n",
      "true: CC4KCB\n",
      "pred: CC4KCB\n",
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      "pred: AWMJUU\n",
      "true: Y3DY\n",
      "pred: Y3DY\n",
      "true: JKTE\n",
      "pred: JKTE\n",
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      "pred: 8A9WP\n",
      "true: WYNR\n",
      "pred: WYNR\n",
      "true: 9MC8\n",
      "pred: 9MC8\n",
      "true: 4C5RY\n",
      "pred: 4C5RY\n",
      "true: 863T\n",
      "pred: 863T\n",
      "true: RW88\n",
      "pred: RW88\n",
      "true: XP5NUX\n",
      "pred: XP5NUX\n",
      "true: CUDUR\n",
      "pred: CUDUR\n",
      "true: CKPV\n",
      "pred: CKPV\n",
      "true: R3VS\n",
      "pred: R3VS\n",
      "true: 5X44\n",
      "pred: 5X44\n",
      "true: JDXTRM\n",
      "pred: JDXTRM\n",
      "true: 6RPKT\n",
      "pred: 6RPKT\n",
      "true: PB98\n",
      "pred: PB98\n",
      "true: XHSES\n",
      "pred: XHSES\n",
      "true: 8RD53\n",
      "pred: 8RD53\n",
      "true: 5W4NP6\n",
      "pred: 5W4NP6\n",
      "true: 4ANH9Y\n",
      "pred: 4ANH9Y\n",
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      "pred: EAASWM\n",
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      "pred: SKAET\n",
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      "pred: EHVC\n",
      "true: SV596R\n",
      "pred: SV596R\n",
      "true: 3BC3\n",
      "pred: 3BC3\n",
      "true: 5B56M3\n",
      "pred: 5B56M3\n",
      "true: XPSNXD\n",
      "pred: XPSNXD\n",
      "true: DYPHT\n",
      "pred: DYPHT\n",
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      "pred: 99JNPK\n",
      "true: VJX6PT\n",
      "pred: VJX6PT\n",
      "true: UXWE6R\n",
      "pred: UXWE6R\n",
      "true: MMNBA\n",
      "pred: MMNBA\n",
      "true: EB5D8\n",
      "pred: EB5D8\n",
      "true: R8UME\n",
      "pred: R8UME\n",
      "true: RNHWCE\n",
      "pred: RNHWCE\n",
      "true: XJE66\n",
      "pred: XJE66\n",
      "true: TUBW8V\n",
      "pred: TUBW8V\n",
      "true: CJX39\n",
      "pred: CJX39\n",
      "true: XJRCP4\n",
      "pred: XJRCP4\n",
      "true: K5SU6\n",
      "pred: K5SU6\n",
      "true: 8EHCSS\n",
      "pred: 8EHCSS\n",
      "true: XACUWJ\n",
      "pred: XACUWJ\n",
      "true: K4U5RN\n",
      "pred: K4U5RN\n",
      "true: ECX5E\n",
      "pred: ECX5E\n",
      "true: WPSHJ\n",
      "pred: WPSHJ\n",
      "true: WNEHHV\n",
      "pred: WNEHHV\n",
      "true: A95H\n",
      "pred: A95H\n",
      "true: 9NNB\n",
      "pred: 9NNB\n",
      "true: A3B4S9\n",
      "pred: A3B4S9\n",
      "true: DXET\n",
      "pred: DXET\n",
      "true: 4J94\n",
      "pred: 4J94\n",
      "true: EX36YV\n",
      "pred: EX36YV\n",
      "true: UPYTY\n",
      "pred: UPYTY\n",
      "true: C9KH\n",
      "pred: C9KH\n",
      "true: 5366\n",
      "pred: 5366\n",
      "true: PDWXX\n",
      "pred: PDWXX\n",
      "true: N8P9\n",
      "pred: N8P9\n",
      "true: EHCVH6\n",
      "pred: EHCVH6\n",
      "true: YUAUK\n",
      "pred: YUAUK\n",
      "true: 43YKE\n",
      "pred: 43YKE\n",
      "true: DXDA5\n",
      "pred: DXDA5\n",
      "true: XS8N\n",
      "pred: XS8N\n",
      "true: HXUWY\n",
      "pred: HXUWY\n",
      "true: PSDDSW\n",
      "pred: PSDDSW\n",
      "true: EDVXB\n",
      "pred: EDVXB\n",
      "true: SWB5\n",
      "pred: SWB5\n",
      "true: XWDT6\n",
      "pred: XWDT6\n",
      "true: 3DTB\n",
      "pred: 3DTB\n",
      "true: AYC5\n",
      "pred: AYC5\n",
      "true: 6B55ND\n",
      "pred: 6B55ND\n",
      "true: HUR4W8\n",
      "pred: HUR4W8\n",
      "true: 3VAJRU\n",
      "pred: 3VAJRU\n",
      "true: 5TU3\n",
      "pred: 5TU3\n",
      "true: UVSCVH\n",
      "pred: UVSCVH\n",
      "true: PEWHWJ\n",
      "pred: PEWHWJ\n",
      "true: S6B353\n",
      "pred: S6B353\n",
      "true: S36MK\n",
      "pred: S36MK\n",
      "true: K9HVJE\n",
      "pred: K9HVJE\n",
      "true: HRWC\n",
      "pred: HRWC\n",
      "true: M5XVR\n",
      "pred: M5XVR\n",
      "true: UDSD\n",
      "pred: UDSD\n",
      "true: D9PU\n",
      "pred: D9PU\n",
      "true: 8N9BA\n",
      "pred: 8N9BA\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: 5VJDP6\n",
      "pred: 5VJDP6\n",
      "true: 55K5V\n",
      "pred: 55K5V\n",
      "true: CJ6V\n",
      "pred: CJ6V\n",
      "true: 946C64\n",
      "pred: 946C64\n",
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      "pred: JN69Y\n",
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      "pred: B5J4\n",
      "true: D48NV\n",
      "pred: D48NV\n",
      "true: JABHNA\n",
      "pred: JABHNA\n",
      "true: AP5R85\n",
      "pred: AP5R85\n",
      "true: J9H8\n",
      "pred: J9H8\n",
      "true: VRKY\n",
      "pred: VRKY\n",
      "true: CWKKVN\n",
      "pred: CWKKVN\n",
      "true: P6DC3\n",
      "pred: P6DC3\n",
      "true: VSXHKW\n",
      "pred: VSXHKW\n",
      "true: BWVYN\n",
      "pred: BWVYN\n",
      "true: 6NNX\n",
      "pred: 6NNX\n",
      "true: B39XU\n",
      "pred: B39XU\n",
      "true: EWEXU\n",
      "pred: EWEXU\n",
      "true: MCN8\n",
      "pred: MCN8\n",
      "true: 3HD4CJ\n",
      "pred: 3HD4CJ\n",
      "true: KREU\n",
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      "pred: K46D6\n",
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      "pred: 8A9PU\n",
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      "pred: R449T\n",
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      "pred: XNBB\n",
      "true: 9TM9\n",
      "pred: 9TM9\n",
      "true: RSMK\n",
      "pred: RSMK\n",
      "true: HSVDAM\n",
      "pred: HSVDAM\n",
      "true: DDC8\n",
      "pred: DDC8\n",
      "true: CUCS5H\n",
      "pred: CUCS5H\n",
      "true: MUX3\n",
      "pred: MUX3\n",
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      "pred: 6DERJX\n",
      "true: 4A5UCR\n",
      "pred: 4A5UCR\n",
      "true: D8JMY\n",
      "pred: D8JMY\n",
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      "pred: 46MA4\n",
      "true: S5YTV\n",
      "pred: S5YTV\n",
      "true: RB6JUA\n",
      "pred: RB6JUA\n",
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      "pred: BXYP\n",
      "true: Y6JMU4\n",
      "pred: Y6JMU4\n",
      "true: 6A68SP\n",
      "pred: 6A68SP\n",
      "true: AVHWRR\n",
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      "true: KVJ9Y\n",
      "pred: KVJ9Y\n",
      "true: K44W8W\n",
      "pred: K44W8W\n",
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      "pred: UXCN\n",
      "true: W9JH\n",
      "pred: W9JH\n",
      "true: BM5D3\n",
      "pred: BM5D3\n",
      "true: RETX6\n",
      "pred: RETX6\n",
      "true: 5DA4\n",
      "pred: 5DA4\n",
      "true: PNJPC\n",
      "pred: PNJPC\n",
      "true: TK864\n",
      "pred: TK864\n",
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      "pred: RVMAW\n",
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      "pred: TC4WR4\n",
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      "pred: T4XS\n",
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      "pred: WKCPB\n",
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      "pred: 8RHD\n",
      "true: DKE563\n",
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      "true: CUPP\n",
      "pred: CUPP\n",
      "true: WNHH\n",
      "pred: WNHH\n",
      "true: HCCC6R\n",
      "pred: HCCC6R\n",
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      "pred: EE5S\n",
      "true: CD88D\n",
      "pred: CD88D\n",
      "true: MXTN\n",
      "pred: MXTN\n",
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      "pred: ACW9K\n",
      "true: BMBD\n",
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      "true: HJSY\n",
      "pred: HJSY\n",
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      "pred: NWCJUH\n",
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      "pred: R3M9\n",
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      "pred: BD8KY\n",
      "true: HYC4\n",
      "pred: HYC4\n",
      "true: TSMN\n",
      "pred: TSMN\n",
      "true: TVCS\n",
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      "pred: BNMXV\n",
      "true: SWD48R\n",
      "pred: SWD48R\n",
      "true: 8MSMX4\n",
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      "pred: HS9WS\n",
      "true: KV3P\n",
      "pred: KV3P\n",
      "true: CMBDH\n",
      "pred: CMBDH\n",
      "true: MNYYY\n",
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      "pred: RMVNW\n",
      "true: CAKBY\n",
      "pred: CAKBY\n",
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      "pred: 4JYTJ\n",
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      "pred: MMBJK\n",
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      "pred: R45X\n",
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      "pred: 4B6R\n",
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      "true: YNXHAW\n",
      "pred: YNXHAW\n",
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      "pred: YJKTV9\n",
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      "pred: KY8U\n",
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      "pred: BVHCHT\n",
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      "pred: 833PX\n",
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      "pred: Y6S4\n",
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      "pred: VWXHN\n",
      "true: 8RJ5B\n",
      "pred: 8RJ5B\n",
      "true: 5NHK8\n",
      "pred: 5NHK8\n",
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      "pred: C4H3J\n",
      "true: 3YRC\n",
      "pred: 3YRC\n",
      "true: KVSUK\n",
      "pred: KVSUK\n",
      "true: BKXAN\n",
      "pred: BKXAN\n",
      "true: AKMAC\n",
      "pred: AKMAC\n",
      "true: PCEK\n",
      "pred: PCEK\n",
      "true: SAUP\n",
      "pred: SAUP\n",
      "true: NSS95\n",
      "pred: NSS95\n",
      "true: VCUPWE\n",
      "pred: VCUPWE\n",
      "true: 53J5C\n",
      "pred: 53J5C\n",
      "true: U3DHM\n",
      "pred: U3DHM\n",
      "true: N38DK4\n",
      "pred: N38DK4\n",
      "true: 5NHY\n",
      "pred: 5NHY\n",
      "true: DPY3BB\n",
      "pred: DPY3BB\n",
      "true: 5BE4U\n",
      "pred: 5BE4U\n",
      "true: 8ENUY\n",
      "pred: 8ENUY\n",
      "true: MJXRE\n",
      "pred: MJXRE\n",
      "true: JC4R8\n",
      "pred: JC4R8\n",
      "true: HH8U\n",
      "pred: HH8U\n",
      "true: NWS65T\n",
      "pred: NWS65T\n",
      "true: T5AH6P\n",
      "pred: T5AH6P\n",
      "true: MSSV8\n",
      "pred: MSSV8\n",
      "true: 45A6\n",
      "pred: 45A6\n",
      "true: 83NS\n",
      "pred: 83NS\n",
      "true: BH9K4\n",
      "pred: BH9K4\n",
      "true: SPB89\n",
      "pred: SPB89\n",
      "true: VM5R5A\n",
      "pred: VM5R5A\n",
      "true: TVBT4\n",
      "pred: TVBT4\n",
      "true: BY95B4\n",
      "pred: BY95B4\n",
      "true: 5H3JJR\n",
      "pred: 5H3JJR\n",
      "true: X6JW8Y\n",
      "pred: X6JW8Y\n",
      "true: RKVMDT\n",
      "pred: RKVMDT\n",
      "true: S8C5S9\n",
      "pred: S8C5S9\n",
      "true: 4JTJNS\n",
      "pred: 4JTJNS\n",
      "true: 84NNVR\n",
      "pred: 84NNVR\n",
      "true: YEYY\n",
      "pred: YEYY\n",
      "true: R6TKE\n",
      "pred: R6TKE\n",
      "true: PR89N\n",
      "pred: PR89N\n",
      "true: 458D4\n",
      "pred: 458D4\n",
      "true: 6JPU5C\n",
      "pred: 6JPU5C\n",
      "true: R394\n",
      "pred: R394\n",
      "true: TP4M6\n",
      "pred: TP4M6\n",
      "true: BXHX\n",
      "pred: BXHX\n",
      "true: EJVDB\n",
      "pred: EJVDB\n",
      "true: 8PSPWD\n",
      "pred: 8PSPWD\n",
      "true: MJWRSK\n",
      "pred: MJWRSK\n",
      "true: XCDTR\n",
      "pred: XCDTR\n",
      "true: 3DNUMR\n",
      "pred: 3DNUMR\n",
      "true: 6R6S8\n",
      "pred: 6R6S8\n",
      "true: 6BNN5U\n",
      "pred: 6BNN5U\n",
      "true: DD4NJH\n",
      "pred: DD4NJH\n",
      "true: BURD\n",
      "pred: BURD\n",
      "true: 96DYKT\n",
      "pred: 96DYKT\n",
      "true: K653NE\n",
      "pred: K653NE\n",
      "true: WBYT\n",
      "pred: WBYT\n",
      "true: E9AM3\n",
      "pred: E9AM3\n",
      "true: VP6E4N\n",
      "pred: VP6E4N\n",
      "true: BMKME5\n",
      "pred: BMKME5\n",
      "true: 94PJRX\n",
      "pred: 94PJRX\n",
      "true: USD9W\n",
      "pred: USD9W\n",
      "true: T6SR\n",
      "pred: T6SR\n",
      "true: TPX43Y\n",
      "pred: TPX43Y\n",
      "true: Y9WTE\n",
      "pred: Y9WTE\n",
      "true: 693RR3\n",
      "pred: 693RR3\n",
      "true: 8VJH\n",
      "pred: 8VJH\n",
      "true: SBMXTB\n",
      "pred: SBMXTB\n",
      "true: PA4B\n",
      "pred: PA4B\n",
      "true: TC6ST\n",
      "pred: TC6ST\n",
      "true: RVERN4\n",
      "pred: RVERN4\n",
      "true: JNAAA\n",
      "pred: JNAAA\n",
      "true: NPVP8\n",
      "pred: NPVP8\n",
      "true: 6DV43M\n",
      "pred: 6DV43M\n",
      "true: 4HSM\n",
      "pred: 4HSM\n",
      "true: VYD5JR\n",
      "pred: VYD5JR\n",
      "true: 9Y83\n",
      "pred: 9Y83\n",
      "true: 6NU5D3\n",
      "pred: 6NU5D3\n",
      "true: 5S8D69\n",
      "pred: 5S8D69\n",
      "true: PMMMK\n",
      "pred: PMMMK\n",
      "true: WPX695\n",
      "pred: WPX695\n",
      "true: AE35\n",
      "pred: AE35\n",
      "true: 95NXT\n",
      "pred: 95NXT\n",
      "true: DU6WY8\n",
      "pred: DU6WY8\n",
      "true: PSSH6\n",
      "pred: PSSH6\n",
      "true: 8WN68M\n",
      "pred: 8WN68M\n",
      "true: 6D8YHD\n",
      "pred: 6D8YHD\n",
      "true: WW5M9Y\n",
      "pred: WW5M9Y\n",
      "true: UW5XT\n",
      "pred: UW5XT\n",
      "true: VHAP\n",
      "pred: VHAP\n",
      "true: 93SUE\n",
      "pred: 93SUE\n",
      "true: XWPK5\n",
      "pred: XWPK5\n",
      "true: H3CNUD\n",
      "pred: H3CNUD\n",
      "true: JEBD\n",
      "pred: JEBD\n",
      "true: SYSX\n",
      "pred: SYSX\n",
      "true: HUP6W\n",
      "pred: HUP6W\n",
      "true: C9539\n",
      "pred: C9539\n",
      "true: MY3YJM\n",
      "pred: MY3YJM\n",
      "true: HSXER\n",
      "pred: HSXER\n",
      "true: NAVW\n",
      "pred: NAVW\n",
      "true: J9VE\n",
      "pred: J9VE\n",
      "true: 5968UE\n",
      "pred: 5968UE\n",
      "true: TVUBY8\n",
      "pred: TVUBY8\n",
      "true: YCRS\n",
      "pred: YCRS\n",
      "true: PRBT3M\n",
      "pred: PRBT3M\n",
      "true: CJ53BB\n",
      "pred: CJ53BB\n",
      "true: KMV5A\n",
      "pred: KMV5A\n",
      "true: WVRBP9\n",
      "pred: WVRBP9\n",
      "true: KUDYAM\n",
      "pred: KUDYAM\n",
      "true: YEYYC\n",
      "pred: YEYYC\n",
      "true: S4CP\n",
      "pred: S4CP\n",
      "true: BAVNA3\n",
      "pred: BAVNA3\n",
      "true: R5CS36\n",
      "pred: R5CS36\n",
      "true: WBMJTT\n",
      "pred: WBMJTT\n",
      "true: X3PHC\n",
      "pred: X3PHC\n",
      "true: 6VDHX\n",
      "pred: 6VDHX\n",
      "true: DTKRRK\n",
      "pred: DTKRRK\n",
      "true: 5W3NN3\n",
      "pred: 5W3NN3\n",
      "true: 6CYYP\n",
      "pred: 6CYYP\n",
      "true: 5TDK\n",
      "pred: 5TDK\n",
      "true: 8CRKH\n",
      "pred: 8CRKH\n",
      "true: NMR8TP\n",
      "pred: NMR8TP\n",
      "true: 49B5C\n",
      "pred: 49B5C\n",
      "true: ETWV8\n",
      "pred: ETWV8\n",
      "true: 9AP4\n",
      "pred: 9AP4\n",
      "true: C356B\n",
      "pred: C356B\n",
      "true: 6XK9KJ\n",
      "pred: 6XK9KJ\n",
      "true: 5RAN\n",
      "pred: 5RAN\n",
      "true: S3YJ\n",
      "pred: S3YJ\n",
      "true: M699J\n",
      "pred: M699J\n",
      "true: WAU89\n",
      "pred: WAU89\n",
      "true: E95H3W\n",
      "pred: E95H3W\n",
      "true: HTDY8T\n",
      "pred: HTDY8T\n",
      "true: KUSA\n",
      "pred: KUSA\n",
      "true: RCDD\n",
      "pred: RCDD\n",
      "true: ARSD\n",
      "pred: ARSD\n",
      "true: DTJH\n",
      "pred: DTJH\n",
      "true: RCU5W3\n",
      "pred: RCU5W3\n",
      "true: 9YPMV\n",
      "pred: 9YPMV\n",
      "true: S8E4R\n",
      "pred: S8E4R\n",
      "true: XBTKC3\n",
      "pred: XBTKC3\n",
      "true: WY9EBE\n",
      "pred: WY9EBE\n",
      "true: JTEC\n",
      "pred: JTEC\n",
      "true: KEURHX\n",
      "pred: KEURHX\n",
      "true: NMRTB\n",
      "pred: NMRTB\n",
      "true: UBDY\n",
      "pred: UBDY\n",
      "true: YHNA\n",
      "pred: YHNA\n",
      "true: RSDC\n",
      "pred: RSDC\n",
      "true: 3NS4XH\n",
      "pred: 3NS4XH\n",
      "true: JAEE\n",
      "pred: JAEE\n",
      "true: NAVE\n",
      "pred: NAVE\n",
      "true: 6WPBWX\n",
      "pred: 6WPBWX\n",
      "true: 9S8DP\n",
      "pred: 9S8DP\n",
      "true: X8EM64\n",
      "pred: X8EM64\n",
      "true: HTRHK\n",
      "pred: HTRHK\n",
      "true: BJWT4\n",
      "pred: BJWT4\n",
      "true: BR4ENU\n",
      "pred: BR4ENU\n",
      "true: 48S5SW\n",
      "pred: 48S5SW\n",
      "true: E6MXD\n",
      "pred: E6MXD\n",
      "true: XSCYU8\n",
      "pred: XSCYU8\n",
      "true: TC3Y5\n",
      "pred: TC3Y5\n",
      "true: KNDJS\n",
      "pred: KNDJS\n",
      "true: R4TRM\n",
      "pred: R4TRM\n",
      "true: 5U6HJW\n",
      "pred: 5U6HJW\n",
      "true: MEH8WT\n",
      "pred: MEH8WT\n",
      "true: SHRCN\n",
      "pred: SHRCN\n",
      "true: XAH8A\n",
      "pred: XAH8A\n",
      "true: AW98\n",
      "pred: AW98\n",
      "true: 3DT3H\n",
      "pred: 3DT3H\n",
      "true: CX8RA\n",
      "pred: CX8RA\n",
      "true: 56KCK\n",
      "pred: 56KCK\n",
      "true: 8PP3\n",
      "pred: 8PP3\n",
      "true: YPN4\n",
      "pred: YPN4\n",
      "true: DK655\n",
      "pred: DK655\n",
      "true: 5XHPP\n",
      "pred: 5XHPP\n",
      "true: V9N3T\n",
      "pred: V9N3T\n",
      "true: EEJDRJ\n",
      "pred: EEJDRJ\n",
      "true: MXVBD\n",
      "pred: MXVBD\n",
      "true: WMMS\n",
      "pred: WMMS\n",
      "true: JAPE8P\n",
      "pred: JAPE8P\n",
      "true: VT5J3X\n",
      "pred: VT5J3X\n",
      "true: JHAMA\n",
      "pred: JHAMA\n",
      "true: 46VXB\n",
      "pred: 46VXB\n",
      "true: S485XK\n",
      "pred: S485XK\n",
      "true: K5HNA\n",
      "pred: K5HNA\n",
      "true: DSPK6\n",
      "pred: DSPK6\n",
      "true: MERC\n",
      "pred: MERC\n",
      "true: K4JN\n",
      "pred: K4JN\n",
      "true: 9YTYRW\n",
      "pred: 9YTYRW\n",
      "true: 9WRC3\n",
      "pred: 9WRC3\n",
      "true: D8DAM\n",
      "pred: D8DAM\n",
      "true: DAJN34\n",
      "pred: DAJN34\n",
      "true: VBAVT\n",
      "pred: VBAVT\n",
      "true: R4DS\n",
      "pred: R4DS\n",
      "true: 4PDPPY\n",
      "pred: 4PDPPY\n",
      "true: A5BU\n",
      "pred: A5BU\n",
      "true: 6A4NA\n",
      "pred: 6A4NA\n",
      "true: YEUBH\n",
      "pred: YEUBH\n",
      "true: DR6WC\n",
      "pred: DR6WC\n",
      "true: 4B88\n",
      "pred: 4B88\n",
      "true: XV8SH\n",
      "pred: XV8SH\n",
      "true: 4K3UP6\n",
      "pred: 4K3UP6\n",
      "true: BT9H\n",
      "pred: BT9H\n",
      "true: HHU4R8\n",
      "pred: HHU4R8\n",
      "true: 496RWD\n",
      "pred: 496RWD\n",
      "true: P3XM\n",
      "pred: P3XM\n",
      "true: D3C9\n",
      "pred: D3C9\n",
      "true: 6V6AXR\n",
      "pred: 6V6AXR\n",
      "true: D3CJRA\n",
      "pred: D3CJRA\n",
      "true: YAPVA6\n",
      "pred: YAPVA6\n",
      "true: 5E4J\n",
      "pred: 5E4J\n",
      "true: WX4D\n",
      "pred: WX4D\n",
      "true: 4543\n",
      "pred: 4543\n",
      "true: 3PCP\n",
      "pred: 3PCP\n",
      "true: XEAK\n",
      "pred: XEAK\n",
      "true: PU9X6S\n",
      "pred: PU9X6S\n",
      "true: 5NSDX\n",
      "pred: 5NSDX\n",
      "true: TS6CUY\n",
      "pred: TS6CUY\n",
      "true: 9A8R\n",
      "pred: 9A8R\n",
      "true: R58KUN\n",
      "pred: R58KUN\n",
      "true: 5WSAH\n",
      "pred: 5WSAH\n",
      "true: YVYV\n",
      "pred: YVYV\n",
      "true: TUBT\n",
      "pred: TUBT\n",
      "true: XK9N\n",
      "pred: XK9N\n",
      "true: DA4DB5\n",
      "pred: DA4DB5\n",
      "true: NPJY\n",
      "pred: NPJY\n",
      "true: RX8J\n",
      "pred: RX8J\n",
      "true: WMKT\n",
      "pred: WMKT\n",
      "true: PYCTA\n",
      "pred: PYCTA\n",
      "true: NJAN\n",
      "pred: NJAN\n",
      "true: PRB6A\n",
      "pred: PRB6A\n",
      "true: W863\n",
      "pred: W863\n",
      "true: 6DJEN\n",
      "pred: 6DJEN\n",
      "true: UYVAND\n",
      "pred: UYVAND\n",
      "true: XYPRV9\n",
      "pred: XYPRV9\n",
      "true: M8BXU\n",
      "pred: M8BXU\n",
      "true: NXDU4\n",
      "pred: NXDU4\n",
      "true: 4B94\n",
      "pred: 4B94\n",
      "true: PT6MH\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: PT6MH\n",
      "true: PKNP6R\n",
      "pred: PKNP6R\n",
      "true: PJSK\n",
      "pred: PJSK\n",
      "true: 89KY\n",
      "pred: 89KY\n",
      "true: M4YMX\n",
      "pred: M4YMX\n",
      "true: YASJEH\n",
      "pred: YASJEH\n",
      "true: 4XMS\n",
      "pred: 4XMS\n",
      "true: TNJPUN\n",
      "pred: TNJPUN\n",
      "true: K4489\n",
      "pred: K4489\n",
      "true: HCB5\n",
      "pred: HCB5\n",
      "true: P3W8\n",
      "pred: P3W8\n",
      "true: EVX5\n",
      "pred: EVX5\n",
      "true: MMYNP5\n",
      "pred: MMYNP5\n",
      "true: UTM9E\n",
      "pred: UTM9E\n",
      "true: SHH5R\n",
      "pred: SHH5R\n",
      "true: 8643J\n",
      "pred: 8643J\n",
      "true: MT98K\n",
      "pred: MT98K\n",
      "true: Y8WARM\n",
      "pred: Y8WARM\n",
      "true: RB4VW\n",
      "pred: RB4VW\n",
      "true: U8DY\n",
      "pred: U8DY\n",
      "true: AY9NY\n",
      "pred: AY9NY\n",
      "true: RPVJCH\n",
      "pred: RPVJCH\n",
      "true: EW535B\n",
      "pred: EW535B\n",
      "true: TK3Y\n",
      "pred: TK3Y\n",
      "true: 3UB4\n",
      "pred: 3UB4\n",
      "true: 98VT3\n",
      "pred: 98VT3\n",
      "true: JKWAA\n",
      "pred: JKWAA\n",
      "true: YNWH9T\n",
      "pred: YNWH9T\n",
      "true: 6TR9BT\n",
      "pred: 6TR9BT\n",
      "true: 9T98A\n",
      "pred: 9T98A\n",
      "true: 8W3DMC\n",
      "pred: 8W3DMC\n",
      "true: 8PJ6WY\n",
      "pred: 8PJ6WY\n",
      "true: SJHR\n",
      "pred: SJHR\n",
      "true: 8M9M98\n",
      "pred: 8M9M98\n",
      "true: SEJ5MB\n",
      "pred: SEJ5MB\n",
      "true: YHKD\n",
      "pred: YHKD\n",
      "true: J3S4\n",
      "pred: J3S4\n",
      "true: 5C3B\n",
      "pred: 5C3B\n",
      "true: XNAH\n",
      "pred: XNAH\n",
      "true: HX4C\n",
      "pred: HX4C\n",
      "true: WBADU\n",
      "pred: WBADU\n",
      "true: J3X5M\n",
      "pred: J3X5M\n",
      "true: P89K\n",
      "pred: P89K\n",
      "true: PUYAH\n",
      "pred: PUYAH\n",
      "true: CUT5\n",
      "pred: CUT5\n",
      "true: BW6J\n",
      "pred: BW6J\n",
      "true: AS5B\n",
      "pred: AS5B\n",
      "true: UBJS\n",
      "pred: UBJS\n",
      "true: AD4BC6\n",
      "pred: AD4BC6\n",
      "true: B5T64S\n",
      "pred: B5T64S\n",
      "true: BRAJ3\n",
      "pred: BRAJ3\n",
      "true: PP4C\n",
      "pred: PP4C\n",
      "true: J359\n",
      "pred: J359\n",
      "true: V86S4N\n",
      "pred: V86S4N\n",
      "true: 8DWYKW\n",
      "pred: 8DWYKW\n",
      "true: UESCEW\n",
      "pred: UESCEW\n",
      "true: 4PU9SA\n",
      "pred: 4PU9SA\n",
      "true: HBAYM\n",
      "pred: HBAYM\n",
      "true: 85W3DU\n",
      "pred: 85W3DU\n",
      "true: 8EUVU\n",
      "pred: 8EUVU\n",
      "true: 6AUD86\n",
      "pred: 6AUD86\n",
      "true: YJSC4\n",
      "pred: YJSC4\n",
      "true: XTJW\n",
      "pred: XTJW\n",
      "true: UNW4\n",
      "pred: UNW4\n",
      "true: SVKA\n",
      "pred: SVKA\n",
      "true: HA5M5K\n",
      "pred: HA5M5K\n",
      "true: DE3RPH\n",
      "pred: DE3RPH\n",
      "true: YXVS\n",
      "pred: YXVS\n",
      "true: D3SPP\n",
      "pred: D3SPP\n",
      "true: VY65D4\n",
      "pred: VY65D4\n",
      "true: DMPDYN\n",
      "pred: DMPDYN\n",
      "true: R4RXSE\n",
      "pred: R4RXSE\n",
      "true: RPR9\n",
      "pred: RPR9\n",
      "true: PNYVU\n",
      "pred: PNYVU\n",
      "true: REBEX\n",
      "pred: REBEX\n",
      "true: U9K493\n",
      "pred: U9K493\n",
      "true: E3UD5R\n",
      "pred: E3UD5R\n",
      "true: XNBJV9\n",
      "pred: XNBJV9\n",
      "true: 9V4W\n",
      "pred: 9V4W\n",
      "true: CAPBKM\n",
      "pred: CAPBKM\n",
      "true: UMKJ9\n",
      "pred: UMKJ9\n",
      "true: 9BXH\n",
      "pred: 9BXH\n",
      "true: XYYE\n",
      "pred: XYYE\n",
      "true: 864XMM\n",
      "pred: 864XMM\n",
      "true: 386EP\n",
      "pred: 386EP\n",
      "true: JM4RN\n",
      "pred: JM4RN\n",
      "true: W9VBY\n",
      "pred: W9VBY\n",
      "true: 8BB4H5\n",
      "pred: 8BB4H5\n",
      "true: YBU3\n",
      "pred: YBU3\n",
      "true: UUPTHE\n",
      "pred: UUPTHE\n",
      "true: THYH4U\n",
      "pred: THYH4U\n",
      "true: E5RCJS\n",
      "pred: E5RCJS\n",
      "true: UEV5KW\n",
      "pred: UEV5KW\n",
      "true: RBRJM\n",
      "pred: RBRJM\n",
      "true: JRXD\n",
      "pred: JRXD\n",
      "true: 4H9CR8\n",
      "pred: 4H9CR8\n",
      "true: UWRP3\n",
      "pred: UWRP3\n",
      "true: SEPR\n",
      "pred: SEPR\n",
      "true: 6PK45E\n",
      "pred: 6PK45E\n",
      "true: MAV9\n",
      "pred: MAV9\n",
      "true: DCNXSX\n",
      "pred: DCNXSX\n",
      "true: 6WRAC\n",
      "pred: 6WRAC\n",
      "true: 6CAPWN\n",
      "pred: 6CAPWN\n",
      "true: XKN5\n",
      "pred: XKN5\n",
      "true: CRPC8\n",
      "pred: CRPC8\n",
      "true: 3ANRPJ\n",
      "pred: 3ANRPJ\n",
      "true: UNK86\n",
      "pred: UNK86\n",
      "true: VEEE\n",
      "pred: VEEE\n",
      "true: WNK8T\n",
      "pred: WNK8T\n",
      "true: SPKJ\n",
      "pred: SPKJ\n",
      "true: RCXBS\n",
      "pred: RCXBS\n",
      "true: AYYXU4\n",
      "pred: AYYXU4\n",
      "true: WNJ4\n",
      "pred: WNJ4\n",
      "true: JA3EJR\n",
      "pred: JA3EJR\n",
      "true: MY4ES\n",
      "pred: MY4ES\n",
      "true: XES9V\n",
      "pred: XES9V\n",
      "true: RTU5N\n",
      "pred: RTU5N\n",
      "true: EACAE\n",
      "pred: EACAE\n",
      "true: 8VNUY\n",
      "pred: 8VNUY\n",
      "true: 4M5P\n",
      "pred: 4M5P\n",
      "true: JERPX\n",
      "pred: JERPX\n",
      "true: KXRCA8\n",
      "pred: KXRCA8\n",
      "true: D5CH96\n",
      "pred: D5CH96\n",
      "true: UYYVT\n",
      "pred: UYYVT\n",
      "true: XYBHA\n",
      "pred: XYBHA\n",
      "true: N98S\n",
      "pred: N98S\n",
      "true: TM5VP\n",
      "pred: TM5VP\n",
      "true: W49DMX\n",
      "pred: W49DMX\n",
      "true: HUBY\n",
      "pred: HUBY\n",
      "true: D6H3R\n",
      "pred: D6H3R\n",
      "true: 6YHV\n",
      "pred: 6YHV\n",
      "true: 8SRCUA\n",
      "pred: 8SRCUA\n",
      "true: NDKR\n",
      "pred: NDKR\n",
      "true: 99A9EN\n",
      "pred: 99A9EN\n",
      "true: MA8VW\n",
      "pred: MA8VW\n",
      "true: 8TRJH\n",
      "pred: 8TRJH\n",
      "true: WU6CKV\n",
      "pred: WU6CKV\n",
      "true: UW4E\n",
      "pred: UW4E\n",
      "true: UCNRBH\n",
      "pred: UCNRBH\n",
      "true: P3YMPH\n",
      "pred: P3YMPH\n",
      "true: 5X9N\n",
      "pred: 5X9N\n",
      "true: UWDDK8\n",
      "pred: UWDDK8\n",
      "true: 9XTY\n",
      "pred: 9XTY\n",
      "true: T6VCRN\n",
      "pred: T6VCRN\n",
      "true: D5H595\n",
      "pred: D5H595\n",
      "true: XJE3A3\n",
      "pred: XJE3A3\n",
      "true: PYJS\n",
      "pred: PYJS\n",
      "true: 44X8C\n",
      "pred: 44X8C\n",
      "true: DMP8\n",
      "pred: DMP8\n",
      "true: EAHA\n",
      "pred: EAHA\n",
      "true: MW9KV\n",
      "pred: MW9KV\n",
      "true: EXTH\n",
      "pred: EXTH\n",
      "true: V663D\n",
      "pred: V663D\n",
      "true: WAA4P6\n",
      "pred: WAA4P6\n",
      "true: KP3B4Y\n",
      "pred: KP3B4Y\n",
      "true: X93J\n",
      "pred: X93J\n",
      "true: 9AWB\n",
      "pred: 9AWB\n",
      "true: S39UKJ\n",
      "pred: S39UKJ\n",
      "true: VC6K\n",
      "pred: VC6K\n",
      "true: YD9J9\n",
      "pred: YD9J9\n",
      "true: P6BE\n",
      "pred: P6BE\n",
      "true: HTST6\n",
      "pred: HTST6\n",
      "true: 8AB4DB\n",
      "pred: 8AB4DB\n",
      "true: RXB3K5\n",
      "pred: RXB3K5\n",
      "true: SW4Y\n",
      "pred: SW4Y\n",
      "true: UC3XJ\n",
      "pred: UC3XJ\n",
      "true: 8BYRV5\n",
      "pred: 8BYRV5\n",
      "true: EWM8\n",
      "pred: EWM8\n",
      "true: MEWVE\n",
      "pred: MEWVE\n",
      "true: A3WERW\n",
      "pred: A3WERW\n",
      "true: 54WV\n",
      "pred: 54WV\n",
      "true: A9JX\n",
      "pred: A9JX\n",
      "true: AJK8A\n",
      "pred: AJK8A\n",
      "true: EYVC\n",
      "pred: EYVC\n",
      "true: XPYJ\n",
      "pred: XPYJ\n",
      "true: D5W8\n",
      "pred: D5W8\n",
      "true: RRNY6P\n",
      "pred: RRNY6P\n",
      "true: D4PA4\n",
      "pred: D4PA4\n",
      "true: RPNV\n",
      "pred: RPNV\n",
      "true: S4RB\n",
      "pred: S4RB\n",
      "true: VSCR4\n",
      "pred: VSCR4\n",
      "true: 4A3H\n",
      "pred: 4A3H\n",
      "true: 69N5\n",
      "pred: 69N5\n",
      "true: HWAD\n",
      "pred: HWAD\n",
      "true: X4DY4R\n",
      "pred: X4DY4R\n",
      "true: EK5N9\n",
      "pred: EK5N9\n",
      "true: WMHDX9\n",
      "pred: WMHDX9\n",
      "true: R6Y3C\n",
      "pred: R6Y3C\n",
      "true: WPYE8V\n",
      "pred: WPYE8V\n",
      "true: YAYPN\n",
      "pred: YAYPN\n",
      "true: JUXPT\n",
      "pred: JUXPT\n",
      "true: PE3Y\n",
      "pred: PE3Y\n",
      "true: YEAW\n",
      "pred: YEAW\n",
      "true: X5XS\n",
      "pred: X5XS\n",
      "true: 9JWWV5\n",
      "pred: 9JWWV5\n",
      "true: E5N4\n",
      "pred: E5N4\n",
      "true: SUSBPJ\n",
      "pred: SUSBPJ\n",
      "true: 3UC3\n",
      "pred: 3UC3\n",
      "true: WDU4\n",
      "pred: WDU4\n",
      "true: Y4DB\n",
      "pred: Y4DB\n",
      "true: 684RA\n",
      "pred: 684RA\n",
      "true: VDHWCR\n",
      "pred: VDHWCR\n",
      "true: MNDSMU\n",
      "pred: MNDSMU\n",
      "true: TH3C\n",
      "pred: TH3C\n",
      "true: E4V6\n",
      "pred: E4V6\n",
      "true: PE4U\n",
      "pred: PE4U\n",
      "true: H4TS\n",
      "pred: H4TS\n",
      "true: 8TWY5J\n",
      "pred: 8TWY5J\n",
      "true: 9DXS5\n",
      "pred: 9DXS5\n",
      "true: DEACB\n",
      "pred: DEACB\n",
      "true: MDVUHV\n",
      "pred: MDVUHV\n",
      "true: 393UC\n",
      "pred: 393UC\n",
      "true: T56HU\n",
      "pred: T56HU\n",
      "true: JYPN8A\n",
      "pred: JYPN8A\n",
      "true: DVRSN\n",
      "pred: DVRSN\n",
      "true: C3TYM\n",
      "pred: C3TYM\n",
      "true: K9N4\n",
      "pred: K9N4\n",
      "true: KMUM5K\n",
      "pred: KMUM5K\n",
      "true: 3TH3NS\n",
      "pred: 3TH3NS\n",
      "true: 8A8DP8\n",
      "pred: 8A8DP8\n",
      "true: KEUDE\n",
      "pred: KEUDE\n",
      "true: JKX68U\n",
      "pred: JKX68U\n",
      "true: TEREPH\n",
      "pred: TEREPH\n",
      "true: 969HX5\n",
      "pred: 969HX5\n",
      "true: BE95B\n",
      "pred: BE95B\n",
      "true: CRH8\n",
      "pred: CRH8\n",
      "true: V9AMVP\n",
      "pred: V9AMVP\n",
      "true: R9S99D\n",
      "pred: R9S99D\n",
      "true: WWWNDU\n",
      "pred: WWWNDU\n",
      "true: 4B8U6\n",
      "pred: 4B8U6\n",
      "true: WWYY\n",
      "pred: WWYY\n",
      "true: UUSEU\n",
      "pred: UUSEU\n",
      "true: VAARWR\n",
      "pred: VAARWR\n",
      "true: 6BJDJ\n",
      "pred: 6BJDJ\n",
      "true: H8KVY\n",
      "pred: H8KVY\n",
      "true: YBKY\n",
      "pred: YBKY\n",
      "true: BS8DU\n",
      "pred: BS8DU\n",
      "true: AA9RA\n",
      "pred: AA9RA\n",
      "true: MVCR6X\n",
      "pred: MVCR6X\n",
      "true: KAVHXY\n",
      "pred: KAVHXY\n",
      "true: PU4JV\n",
      "pred: PU4JV\n",
      "true: HSB5\n",
      "pred: HSB5\n",
      "true: VAPDJ\n",
      "pred: VAPDJ\n",
      "true: E3R3BA\n",
      "pred: E3R3BA\n",
      "true: YRM6\n",
      "pred: YRM6\n",
      "true: W6TM\n",
      "pred: W6TM\n",
      "true: E3CWVB\n",
      "pred: E3CWVB\n",
      "true: CU9X\n",
      "pred: CU9X\n",
      "true: 4RKXU\n",
      "pred: 4RKXU\n",
      "true: MTXBN\n",
      "pred: MTXBN\n",
      "true: TA4R4J\n",
      "pred: TA4R4J\n",
      "true: TT6T9X\n",
      "pred: TT6T9X\n",
      "true: NEHD\n",
      "pred: NEHD\n",
      "true: 9CRVEA\n",
      "pred: 9CRVEA\n",
      "true: 5K3R\n",
      "pred: 5K3R\n",
      "true: T8XHR\n",
      "pred: T8XHR\n",
      "true: NVECY3\n",
      "pred: NVECY3\n",
      "true: 3PJYKE\n",
      "pred: 3PJYKE\n",
      "true: NUKB\n",
      "pred: NUKB\n",
      "true: 8MXB\n",
      "pred: 8MXB\n",
      "true: NPYAYM\n",
      "pred: NPYAYM\n",
      "true: 4944J\n",
      "pred: 4944J\n",
      "true: 34BBMT\n",
      "pred: 34BBMT\n",
      "true: JJPY6\n",
      "pred: JJPY6\n",
      "true: KYMVT\n",
      "pred: KYMVT\n",
      "true: 49VMB\n",
      "pred: 49VMB\n",
      "true: MSWNPV\n",
      "pred: MSWNPV\n",
      "true: WTTD\n",
      "pred: WTTD\n",
      "true: 5UTPB8\n",
      "pred: 5UTPB8\n",
      "true: EN9YSX\n",
      "pred: EN9YSX\n",
      "true: C9ASE9\n",
      "pred: C9ASE9\n",
      "true: YW4D\n",
      "pred: YW4D\n",
      "true: 65KCTU\n",
      "pred: 65KCTU\n",
      "true: S9T8\n",
      "pred: S9T8\n",
      "true: 3Y6SK\n",
      "pred: 3Y6SK\n",
      "true: PC6V\n",
      "pred: PC6V\n",
      "true: YA539\n",
      "pred: YA539\n",
      "true: B45JMA\n",
      "pred: B45JMA\n",
      "true: CTTM\n",
      "pred: CTTM\n",
      "true: BCYMD\n",
      "pred: BCYMD\n",
      "true: SRSAAS\n",
      "pred: SRSAAS\n",
      "true: 984E\n",
      "pred: 984E\n",
      "true: 6S9RC\n",
      "pred: 6S9RC\n",
      "true: PP83\n",
      "pred: PP83\n",
      "true: 9P43S\n",
      "pred: 9P43S\n",
      "true: WNB4KS\n",
      "pred: WNB4KS\n",
      "true: DMAV\n",
      "pred: DMAV\n",
      "true: PBU5\n",
      "pred: PBU5\n",
      "true: UKXA\n",
      "pred: UKXA\n",
      "true: M96U9\n",
      "pred: M96U9\n",
      "true: C8N56\n",
      "pred: C8N56\n",
      "true: 6KCY\n",
      "pred: 6KCY\n",
      "true: DEJEP5\n",
      "pred: DEJEP5\n",
      "true: K4MM\n",
      "pred: K4MM\n",
      "true: RUDWN\n",
      "pred: RUDWN\n",
      "true: NSS38M\n",
      "pred: NSS38M\n",
      "true: HH6KUP\n",
      "pred: HH6KUP\n",
      "true: CXV3\n",
      "pred: CXV3\n",
      "true: UUMU\n",
      "pred: UUMU\n",
      "true: HSYH3T\n",
      "pred: HSYH3T\n",
      "true: 4XEV3\n",
      "pred: 4XEV3\n",
      "true: YWCMU\n",
      "pred: YWCMU\n",
      "true: 6KRDSJ\n",
      "pred: 6KRDSJ\n",
      "true: 53BCKE\n",
      "pred: 53BCKE\n",
      "true: H4E9\n",
      "pred: H4E9\n",
      "true: HSCN\n",
      "pred: HSCN\n",
      "true: VXVX8S\n",
      "pred: VXVX8S\n",
      "true: 6W8E\n",
      "pred: 6W8E\n",
      "true: X8JC98\n",
      "pred: X8JC98\n",
      "true: PSV38Y\n",
      "pred: PSV38Y\n",
      "true: RUHR4S\n",
      "pred: RUHR4S\n",
      "true: 3XEN\n",
      "pred: 3XEN\n",
      "true: W34H4E\n",
      "pred: W34H4E\n",
      "true: PVJA\n",
      "pred: PVJA\n",
      "true: VWSE\n",
      "pred: VWSE\n",
      "true: X3Y3XA\n",
      "pred: X3Y3XA\n",
      "true: XYKS\n",
      "pred: XYKS\n",
      "true: 8WPM\n",
      "pred: 8WPM\n",
      "true: EBAPD\n",
      "pred: EBAPD\n",
      "true: WYAHD\n",
      "pred: WYAHD\n",
      "true: HTNWJ\n",
      "pred: HTNWJ\n",
      "true: 98TBX\n",
      "pred: 98TBX\n",
      "true: J3X68\n",
      "pred: J3X68\n",
      "true: 4VJHS\n",
      "pred: 4VJHS\n",
      "true: 3R9R\n",
      "pred: 3R9R\n",
      "true: XW5A\n",
      "pred: XW5A\n",
      "true: KPJDRC\n",
      "pred: KPJDRC\n",
      "true: E4HR4D\n",
      "pred: E4HR4D\n",
      "true: D36H\n",
      "pred: D36H\n",
      "true: DKW5K\n",
      "pred: DKW5K\n",
      "true: VX8B8\n",
      "pred: VX8B8\n",
      "true: SNATMU\n",
      "pred: SNATMU\n",
      "true: T64V\n",
      "pred: T64V\n",
      "true: A53TY\n",
      "pred: A53TY\n",
      "true: NWJPU\n",
      "pred: NWJPU\n",
      "true: PCUYMW\n",
      "pred: PCUYMW\n",
      "true: 6C5R\n",
      "pred: 6C5R\n",
      "true: 8465E\n",
      "pred: 8465E\n",
      "true: NDWW\n",
      "pred: NDWW\n",
      "true: 8NVYP\n",
      "pred: 8NVYP\n",
      "true: JYAE\n",
      "pred: JYAE\n",
      "true: EUC5M\n",
      "pred: EUC5M\n",
      "true: PBK6NB\n",
      "pred: PBK6NB\n",
      "true: TWN6K3\n",
      "pred: TWN6K3\n",
      "true: D5PCV\n",
      "pred: D5PCV\n",
      "true: 453BN\n",
      "pred: 453BN\n",
      "true: WKU5\n",
      "pred: WKU5\n",
      "true: JVDAS\n",
      "pred: JVDAS\n",
      "true: TM4BWS\n",
      "pred: TM4BWS\n",
      "true: 6AXM5\n",
      "pred: 6AXM5\n",
      "true: S9R9E\n",
      "pred: S9R9E\n",
      "true: 4D8E44\n",
      "pred: 4D8E44\n",
      "true: 9DBMT\n",
      "pred: 9DBMT\n",
      "true: 3XB4\n",
      "pred: 3XB4\n",
      "true: E8V93\n",
      "pred: E8V93\n",
      "true: 3YKR\n",
      "pred: 3YKR\n",
      "true: YEBMS\n",
      "pred: YEBMS\n",
      "true: 8XMX\n",
      "pred: 8XMX\n",
      "true: VDY8WM\n",
      "pred: VDY8WM\n",
      "true: 6AHA\n",
      "pred: 6AHA\n",
      "true: 8KNU4R\n",
      "pred: 8KNU4R\n",
      "true: VY9P3\n",
      "pred: VY9P3\n",
      "true: 9YHJ\n",
      "pred: 9YHJ\n",
      "true: 3JAUPM\n",
      "pred: 3JAUPM\n",
      "true: NAUD4\n",
      "pred: NAUD4\n",
      "true: HX8YHC\n",
      "pred: HX8YHC\n",
      "true: SWST\n",
      "pred: SWST\n",
      "true: KDY4N\n",
      "pred: KDY4N\n",
      "true: TABCE\n",
      "pred: TABCE\n",
      "true: SUB4YW\n",
      "pred: SUB4YW\n",
      "true: JXXH95\n",
      "pred: JXXH95\n",
      "true: NCR6H\n",
      "pred: NCR6H\n",
      "true: YNUSAR\n",
      "pred: YNUSAR\n",
      "true: PM9D\n",
      "pred: PM9D\n",
      "true: XT8M\n",
      "pred: XT8M\n",
      "true: U4T4\n",
      "pred: U4T4\n",
      "true: E8EB\n",
      "pred: E8EB\n",
      "true: HT9WRP\n",
      "pred: HT9WRP\n",
      "true: BWCU\n",
      "pred: BWCU\n",
      "true: 3EEWC\n",
      "pred: 3EEWC\n",
      "true: DTUBE\n",
      "pred: DTUBE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: RXHJS\n",
      "pred: RXHJS\n",
      "true: UHCAUP\n",
      "pred: UHCAUP\n",
      "true: 5KD3\n",
      "pred: 5KD3\n",
      "true: NREH\n",
      "pred: NREH\n",
      "true: SK6E\n",
      "pred: SK6E\n",
      "true: PP6EKJ\n",
      "pred: PP6EKJ\n",
      "true: 9RATW\n",
      "pred: 9RATW\n",
      "true: 4EEB9\n",
      "pred: 4EEB9\n",
      "true: TW3V\n",
      "pred: TW3V\n",
      "true: 6UA3W\n",
      "pred: 6UA3W\n",
      "true: J8RDU\n",
      "pred: J8RDU\n",
      "true: 4CK3U\n",
      "pred: 4CK3U\n",
      "true: REU9\n",
      "pred: REU9\n",
      "true: XJN6\n",
      "pred: XJN6\n",
      "true: WVP58B\n",
      "pred: WVP58B\n",
      "true: YUNNK\n",
      "pred: YUNNK\n",
      "true: UT3EUR\n",
      "pred: UT3EUR\n",
      "true: HHNJ6X\n",
      "pred: HHNJ6X\n",
      "true: 46KB\n",
      "pred: 46KB\n",
      "true: P3DT\n",
      "pred: P3DT\n",
      "true: TVUE\n",
      "pred: TVUE\n",
      "true: A89B\n",
      "pred: A89B\n",
      "true: DNANP\n",
      "pred: DNANP\n",
      "true: 9XB6T\n",
      "pred: 9XB6T\n",
      "true: UMYWSS\n",
      "pred: UMYWSS\n",
      "true: MJMDU\n",
      "pred: MJMDU\n",
      "true: SMT6\n",
      "pred: SMT6\n",
      "true: VWXPV\n",
      "pred: VWXPV\n",
      "true: DWV6HJ\n",
      "pred: DWV6HJ\n",
      "true: PSSDX3\n",
      "pred: PSSDX3\n",
      "true: 8JM4N\n",
      "pred: 8JM4N\n",
      "true: SDDU\n",
      "pred: SDDU\n",
      "true: JCRP\n",
      "pred: JCRP\n",
      "true: AD9D\n",
      "pred: AD9D\n",
      "true: TPHNA\n",
      "pred: TPHNA\n",
      "true: 3UA8\n",
      "pred: 3UA8\n",
      "true: TCTM\n",
      "pred: TCTM\n",
      "true: NPKW\n",
      "pred: NPKW\n",
      "true: TV8DJ9\n",
      "pred: TV8DJ9\n",
      "true: AMHJ5\n",
      "pred: AMHJ5\n",
      "true: 9KRJH\n",
      "pred: 9KRJH\n",
      "true: 8EMWVW\n",
      "pred: 8EMWVW\n",
      "true: HD96R\n",
      "pred: HD96R\n",
      "true: YHH6Y\n",
      "pred: YHH6Y\n",
      "true: U9X9HP\n",
      "pred: U9X9HP\n",
      "true: HD34U8\n",
      "pred: HD34U8\n",
      "true: UU6K\n",
      "pred: UU6K\n",
      "true: 54A8\n",
      "pred: 54A8\n",
      "true: 8M9RD6\n",
      "pred: 8M9RD6\n",
      "true: HVHR3\n",
      "pred: HVHR3\n",
      "true: AS5B3\n",
      "pred: AS5B3\n",
      "true: KKHPVA\n",
      "pred: KKHPVA\n",
      "true: SDCTT\n",
      "pred: SDCTT\n",
      "true: W64N5\n",
      "pred: W64N5\n",
      "true: YSA48\n",
      "pred: YSA48\n",
      "true: MH9H\n",
      "pred: MH9H\n",
      "true: 5UJD8S\n",
      "pred: 5UJD8S\n",
      "true: EBVP\n",
      "pred: EBVP\n",
      "true: 3N64RR\n",
      "pred: 3N64RR\n",
      "true: VK5BR\n",
      "pred: VK5BR\n",
      "true: TTEEA\n",
      "pred: TTEEA\n",
      "true: B3HS6T\n",
      "pred: B3HS6T\n",
      "true: WM4M\n",
      "pred: WM4M\n",
      "true: DKYV8\n",
      "pred: DKYV8\n",
      "true: T8HUK\n",
      "pred: T8HUK\n",
      "true: HPMX69\n",
      "pred: HPMX69\n",
      "true: U3T6\n",
      "pred: U3T6\n",
      "true: 6XAA\n",
      "pred: 6XAA\n",
      "true: TRUKK5\n",
      "pred: TRUKK5\n",
      "true: PAR8\n",
      "pred: PAR8\n",
      "true: SRYR\n",
      "pred: SRYR\n",
      "true: BMWKY\n",
      "pred: BMWKY\n",
      "true: PHTRHR\n",
      "pred: PHTRHR\n",
      "true: YH3R\n",
      "pred: YH3R\n",
      "true: RE9454\n",
      "pred: RE9454\n",
      "true: 9Y5Y\n",
      "pred: 9Y5Y\n",
      "true: SSBKA8\n",
      "pred: SSBKA8\n",
      "true: 8HKJN9\n",
      "pred: 8HKJN9\n",
      "true: UAT8U4\n",
      "pred: UAT8U4\n",
      "true: DYEY5\n",
      "pred: DYEY5\n",
      "true: T9Y89M\n",
      "pred: T9Y89M\n",
      "true: SDTMT\n",
      "pred: SDTMT\n",
      "true: P9BR\n",
      "pred: P9BR\n",
      "true: VBCD6\n",
      "pred: VBCD6\n",
      "true: U6JT\n",
      "pred: U6JT\n",
      "true: P9YDM\n",
      "pred: P9YDM\n",
      "true: 3W49A5\n",
      "pred: 3W49A5\n",
      "true: 6J8CP\n",
      "pred: 6J8CP\n",
      "true: MANRS6\n",
      "pred: MANRS6\n",
      "true: SV35VM\n",
      "pred: SV35VM\n",
      "true: T4CDB\n",
      "pred: T4CDB\n",
      "true: T6934\n",
      "pred: T6934\n",
      "true: AADK\n",
      "pred: AADK\n",
      "true: 4A9U8W\n",
      "pred: 4A9U8W\n",
      "true: SVTD\n",
      "pred: SVTD\n",
      "true: S6458T\n",
      "pred: S6458T\n",
      "true: DN5NC9\n",
      "pred: DN5NC9\n",
      "true: VHS5\n",
      "pred: VHS5\n",
      "true: RJTM\n",
      "pred: RJTM\n",
      "true: P933MX\n",
      "pred: P933MX\n",
      "true: 8N4J\n",
      "pred: 8N4J\n",
      "true: 4XMC5\n",
      "pred: 4XMC5\n",
      "true: W8SU\n",
      "pred: W8SU\n",
      "true: DJVH\n",
      "pred: DJVH\n",
      "true: EYT9UX\n",
      "pred: EYT9UX\n",
      "true: MHA8JE\n",
      "pred: MHA8JE\n",
      "true: NPHJT5\n",
      "pred: NPHJT5\n",
      "true: C3CH5T\n",
      "pred: C3CH5T\n",
      "true: DJNA9H\n",
      "pred: DJNA9H\n",
      "true: J934\n",
      "pred: J934\n",
      "true: MMHWHW\n",
      "pred: MMHWHW\n",
      "true: EMJJ9\n",
      "pred: EMJJ9\n",
      "true: A5TUTE\n",
      "pred: A5TUTE\n",
      "true: CVWB\n",
      "pred: CVWB\n",
      "true: 4M8M\n",
      "pred: 4M8M\n",
      "true: 5TXPW6\n",
      "pred: 5TXPW6\n",
      "true: VTU4CA\n",
      "pred: VTU4CA\n",
      "true: MPYT3\n",
      "pred: MPYT3\n",
      "true: VUBCA\n",
      "pred: VUBCA\n",
      "true: ACWP8K\n",
      "pred: ACWP8K\n",
      "true: 6YANA\n",
      "pred: 6YANA\n",
      "true: TXUREK\n",
      "pred: TXUREK\n",
      "true: MWC4\n",
      "pred: MWC4\n",
      "true: 94PK\n",
      "pred: 94PK\n",
      "true: BJ4D8\n",
      "pred: BJ4D8\n",
      "true: AWPC\n",
      "pred: AWPC\n",
      "true: YRXW\n",
      "pred: YRXW\n",
      "true: S89DD4\n",
      "pred: S89DD4\n",
      "true: CBU4\n",
      "pred: CBU4\n",
      "true: J3SJP\n",
      "pred: J3SJP\n",
      "true: WEMER\n",
      "pred: WEMER\n",
      "true: KK99J\n",
      "pred: KK99J\n",
      "true: WKHTR\n",
      "pred: WKHTR\n",
      "true: ADBVP\n",
      "pred: ADBVP\n",
      "true: 4CD9\n",
      "pred: 4CD9\n",
      "true: 8AC4\n",
      "pred: 8AC4\n",
      "true: Y9AV\n",
      "pred: Y9AV\n",
      "true: 4HPAB\n",
      "pred: 4HPAB\n",
      "true: VTBBS\n",
      "pred: VTBBS\n",
      "true: DJE6\n",
      "pred: DJE6\n",
      "true: TXTXT\n",
      "pred: TXTXT\n",
      "true: VPJRK\n",
      "pred: VPJRK\n",
      "true: ATT8\n",
      "pred: ATT8\n",
      "true: HJWWH\n",
      "pred: HJWWH\n",
      "true: BUP3RT\n",
      "pred: BUP3RT\n",
      "true: W39V\n",
      "pred: W39V\n",
      "true: SHBUWP\n",
      "pred: SHBUWP\n",
      "true: P5P6\n",
      "pred: P5P6\n",
      "true: B3DPC8\n",
      "pred: B3DPC8\n",
      "true: VC4Y\n",
      "pred: VC4Y\n",
      "true: HM49\n",
      "pred: HM49\n",
      "true: MMYN5\n",
      "pred: MMYN5\n",
      "true: 36XYRP\n",
      "pred: 36XYRP\n",
      "true: XAXJW\n",
      "pred: XAXJW\n",
      "true: VC6U\n",
      "pred: VC6U\n",
      "true: J8EEK\n",
      "pred: J8EEK\n",
      "true: NT6A\n",
      "pred: NT6A\n",
      "true: 5NYA\n",
      "pred: 5NYA\n",
      "true: 4BBC\n",
      "pred: 4BBC\n",
      "true: RU466\n",
      "pred: RU466\n",
      "true: 8KS5YV\n",
      "pred: 8KS5YV\n",
      "true: SYHS3\n",
      "pred: SYHS3\n",
      "true: ENUV\n",
      "pred: ENUV\n",
      "true: 3CEPY\n",
      "pred: 3CEPY\n",
      "true: UHHDP\n",
      "pred: UHHDP\n",
      "true: 5899\n",
      "pred: 5899\n",
      "true: JPCS\n",
      "pred: JPCS\n",
      "true: BBDJA\n",
      "pred: BBDJA\n",
      "true: S6RM\n",
      "pred: S6RM\n",
      "true: VBVMA\n",
      "pred: VBVMA\n",
      "true: EEHA3J\n",
      "pred: EEHA3J\n",
      "true: XX46X\n",
      "pred: XX46X\n",
      "true: YTS9D5\n",
      "pred: YTS9D5\n",
      "true: UHRMR\n",
      "pred: UHRMR\n",
      "true: EWTKJ\n",
      "pred: EWTKJ\n",
      "true: 8EX8KN\n",
      "pred: 8EX8KN\n",
      "true: 5HXS\n",
      "pred: 5HXS\n",
      "true: X3A86\n",
      "pred: X3A86\n",
      "true: T5TMC\n",
      "pred: T5TMC\n",
      "true: DRTBA3\n",
      "pred: DRTBA3\n",
      "true: BBJ4\n",
      "pred: BBJ4\n",
      "true: EV9K\n",
      "pred: EV9K\n",
      "true: KWEATU\n",
      "pred: KWEATU\n",
      "true: C8K4B\n",
      "pred: C8K4B\n",
      "true: UD9K\n",
      "pred: UD9K\n",
      "true: TDXBK\n",
      "pred: TDXBK\n",
      "true: X45P\n",
      "pred: X45P\n",
      "true: C9X349\n",
      "pred: C9X349\n",
      "true: WS9Y\n",
      "pred: WS9Y\n",
      "true: 4MN3S\n",
      "pred: 4MN3S\n",
      "true: MNK3\n",
      "pred: MNK3\n",
      "true: HDUWEW\n",
      "pred: HDUWEW\n",
      "true: HMET\n",
      "pred: HMET\n",
      "true: STRETP\n",
      "pred: STRETP\n",
      "true: R3PW\n",
      "pred: R3PW\n",
      "true: DYHTU\n",
      "pred: DYHTU\n",
      "true: WJK8V\n",
      "pred: WJK8V\n",
      "true: UU4H55\n",
      "pred: UU4H55\n",
      "true: EVTDC\n",
      "pred: EVTDC\n",
      "true: CE9NV\n",
      "pred: CE9NV\n",
      "true: HCSJR\n",
      "pred: HCSJR\n",
      "true: HMRAW\n",
      "pred: HMRAW\n",
      "true: DTT98\n",
      "pred: DTT98\n",
      "true: K5PVA6\n",
      "pred: K5PVA6\n",
      "true: RKRJPP\n",
      "pred: RKRJPP\n",
      "true: MMJM\n",
      "pred: MMJM\n",
      "true: 5466J\n",
      "pred: 5466J\n",
      "true: NEDW9\n",
      "pred: NEDW9\n",
      "true: XMMH\n",
      "pred: XMMH\n",
      "true: XTNN\n",
      "pred: XTNN\n",
      "true: 6JYV6B\n",
      "pred: 6JYV6B\n",
      "true: NN9PE\n",
      "pred: NN9PE\n",
      "true: UEB3UP\n",
      "pred: UEB3UP\n",
      "true: Y3APP\n",
      "pred: Y3APP\n",
      "true: WENC33\n",
      "pred: WENC33\n",
      "true: 3YRBX\n",
      "pred: 3YRBX\n",
      "true: RUKN5\n",
      "pred: RUKN5\n",
      "true: 3VEY9U\n",
      "pred: 3VEY9U\n",
      "true: TD9M\n",
      "pred: TD9M\n",
      "true: 3TU6\n",
      "pred: 3TU6\n",
      "true: NA43M\n",
      "pred: NA43M\n",
      "true: 5R36TR\n",
      "pred: 5R36TR\n",
      "true: DNSDK\n",
      "pred: DNSDK\n",
      "true: T4S8C4\n",
      "pred: T4S8C4\n",
      "true: UKXA5D\n",
      "pred: UKXA5D\n",
      "true: 9BBCET\n",
      "pred: 9BBCET\n",
      "true: WPAJPH\n",
      "pred: WPAJPH\n",
      "true: 63A8\n",
      "pred: 63A8\n",
      "true: KVYVS\n",
      "pred: KVYVS\n",
      "true: XRWD\n",
      "pred: XRWD\n",
      "true: UECAA\n",
      "pred: UECAA\n",
      "true: CRYJP\n",
      "pred: CRYJP\n",
      "true: 4RYNA\n",
      "pred: 4RYNA\n",
      "true: 6RSE56\n",
      "pred: 6RSE56\n",
      "true: 5EUDJ5\n",
      "pred: 5EUDJ5\n",
      "true: KMP4V9\n",
      "pred: KMP4V9\n",
      "true: 3AHW\n",
      "pred: 3AHW\n",
      "true: M8N653\n",
      "pred: M8N653\n",
      "true: UC69BN\n",
      "pred: UC69BN\n",
      "true: T9T5\n",
      "pred: T9T5\n",
      "true: TB8MWV\n",
      "pred: TB8MWV\n",
      "true: XRNE8B\n",
      "pred: XRNE8B\n",
      "true: SAJWBU\n",
      "pred: SAJWBU\n",
      "true: XAURM\n",
      "pred: XAURM\n",
      "true: DJBPSU\n",
      "pred: DJBPSU\n",
      "true: 4Y9T\n",
      "pred: 4Y9T\n",
      "true: NSJ49\n",
      "pred: NSJ49\n",
      "true: 4MK5T\n",
      "pred: 4MK5T\n",
      "true: DEKP\n",
      "pred: DEKP\n",
      "true: R3BEE4\n",
      "pred: R3BEE4\n",
      "true: 5BRU5K\n",
      "pred: 5BRU5K\n",
      "true: 6HTSA8\n",
      "pred: 6HTSA8\n",
      "true: MSVY\n",
      "pred: MSVY\n",
      "true: WY6WJN\n",
      "pred: WY6WJN\n",
      "true: X8D8\n",
      "pred: X8D8\n",
      "true: ER4BKW\n",
      "pred: ER4BKW\n",
      "true: YV9A\n",
      "pred: YV9A\n",
      "true: 6C48\n",
      "pred: 6C48\n",
      "true: Y4KTV\n",
      "pred: Y4KTV\n",
      "true: DH5SX\n",
      "pred: DH5SX\n",
      "true: VRUDC\n",
      "pred: VRUDC\n",
      "true: T9PKM5\n",
      "pred: T9PKM5\n",
      "true: 5UCVX\n",
      "pred: 5UCVX\n",
      "true: JTEWN\n",
      "pred: JTEWN\n",
      "true: KTTY\n",
      "pred: KTTY\n",
      "true: PTAXKN\n",
      "pred: PTAXKN\n",
      "true: K86S\n",
      "pred: K86S\n",
      "true: HH9HDK\n",
      "pred: HH9HDK\n",
      "true: JU5VJ\n",
      "pred: JU5VJ\n",
      "true: UKUAC6\n",
      "pred: UKUAC6\n",
      "true: 6JTK\n",
      "pred: 6JTK\n",
      "true: DTPXU\n",
      "pred: DTPXU\n",
      "true: WEWH\n",
      "pred: WEWH\n",
      "true: HDMEA\n",
      "pred: HDMEA\n",
      "true: NA4E\n",
      "pred: NA4E\n",
      "true: JTEWT3\n",
      "pred: JTEWT3\n",
      "true: 4W4M5J\n",
      "pred: 4W4M5J\n",
      "true: DKN5\n",
      "pred: DKN5\n",
      "true: B4XPJ\n",
      "pred: B4XPJ\n",
      "true: PKRR\n",
      "pred: PKRR\n",
      "true: RD9SHK\n",
      "pred: RD9SHK\n",
      "true: NBSJWA\n",
      "pred: NBSJWA\n",
      "true: TWDT\n",
      "pred: TWDT\n",
      "true: H6MEBH\n",
      "pred: H6MEBH\n",
      "true: J3R8\n",
      "pred: J3R8\n",
      "true: 9SS59\n",
      "pred: 9SS59\n",
      "true: JAM64\n",
      "pred: JAM64\n",
      "true: VD3MU\n",
      "pred: VD3MU\n",
      "true: 5EPMB\n",
      "pred: 5EPMB\n",
      "true: 684TS\n",
      "pred: 684TS\n",
      "true: SE8SK6\n",
      "pred: SE8SK6\n",
      "true: ND8WW\n",
      "pred: ND8WW\n",
      "true: X5PM\n",
      "pred: X5PM\n",
      "true: DJ6V\n",
      "pred: DJ6V\n",
      "true: D9S9\n",
      "pred: D9S9\n",
      "true: WTWPK\n",
      "pred: WTWPK\n",
      "true: NWEA\n",
      "pred: NWEA\n",
      "true: M6SDCU\n",
      "pred: M6SDCU\n",
      "true: PEUX\n",
      "pred: PEUX\n",
      "true: JPWRH\n",
      "pred: JPWRH\n",
      "true: 69WES\n",
      "pred: 69WES\n",
      "true: KRH6MB\n",
      "pred: KRH6MB\n",
      "true: 8J96\n",
      "pred: 8J96\n",
      "true: M8TM6S\n",
      "pred: M8TM6S\n",
      "true: 6EC5YY\n",
      "pred: 6EC5YY\n",
      "true: BMCAJ5\n",
      "pred: BMCAJ5\n",
      "true: CV5XA\n",
      "pred: CV5XA\n",
      "true: S6N5RE\n",
      "pred: S6N5RE\n",
      "true: N9UM9T\n",
      "pred: N9UM9T\n",
      "true: YXD3M\n",
      "pred: YXD3M\n",
      "true: ACVJD\n",
      "pred: ACVJD\n",
      "true: A5Y3\n",
      "pred: A5Y3\n",
      "true: V3CKA\n",
      "pred: V3CKA\n",
      "true: V58RE\n",
      "pred: V58RE\n",
      "true: REMX\n",
      "pred: REMX\n",
      "true: T8MKWN\n",
      "pred: T8MKWN\n",
      "true: RXWU9B\n",
      "pred: RXWU9B\n",
      "true: AKUAS3\n",
      "pred: AKUAS3\n",
      "true: MXK8T\n",
      "pred: MXK8T\n",
      "true: KC36\n",
      "pred: KC36\n",
      "true: HMSX8B\n",
      "pred: HMSX8B\n",
      "true: 6JACJC\n",
      "pred: 6JACJC\n",
      "true: TEMDJR\n",
      "pred: TEMDJR\n",
      "true: J9SPS\n",
      "pred: J9SPS\n",
      "true: T9K5\n",
      "pred: T9K5\n",
      "true: PUPR88\n",
      "pred: PUPR88\n",
      "true: XJUC\n",
      "pred: XJUC\n",
      "true: CTH3\n",
      "pred: CTH3\n",
      "true: N8S3\n",
      "pred: N8S3\n",
      "true: N3Y6\n",
      "pred: N3Y6\n",
      "true: MJ8V\n",
      "pred: MJ8V\n",
      "true: SB3TCP\n",
      "pred: SB3TCP\n",
      "true: TCKU\n",
      "pred: TCKU\n",
      "true: 8HVA5C\n",
      "pred: 8HVA5C\n",
      "true: PSAHY6\n",
      "pred: PSAHY6\n",
      "true: CNRWE6\n",
      "pred: CNRWE6\n",
      "true: MJDXN\n",
      "pred: MJDXN\n",
      "true: KH9S\n",
      "pred: KH9S\n",
      "true: 3EDUM5\n",
      "pred: 3EDUM5\n",
      "true: NVBU\n",
      "pred: NVBU\n",
      "true: WW585C\n",
      "pred: WW585C\n",
      "true: PAMPEE\n",
      "pred: PAMPEE\n",
      "true: 6NKTJB\n",
      "pred: 6NKTJB\n",
      "true: WVYBEU\n",
      "pred: WVYBEU\n",
      "true: TDSB\n",
      "pred: TDSB\n",
      "true: K4EKK\n",
      "pred: K4EKK\n",
      "true: WJ5XE\n",
      "pred: WJ5XE\n",
      "true: 8UDD\n",
      "pred: 8UDD\n",
      "true: HTTRW\n",
      "pred: HTTRW\n",
      "true: CB8H\n",
      "pred: CB8H\n",
      "true: M8EYM4\n",
      "pred: M8EYM4\n",
      "true: 8UE33\n",
      "pred: 8UE33\n",
      "true: P5SU6\n",
      "pred: P5SU6\n",
      "true: 8UVYRW\n",
      "pred: 8UVYRW\n",
      "true: 5CKXJ5\n",
      "pred: 5CKXJ5\n",
      "true: AXU3\n",
      "pred: AXU3\n",
      "true: XHTT\n",
      "pred: XHTT\n",
      "true: KMYM96\n",
      "pred: KMYM96\n",
      "true: EY6RW\n",
      "pred: EY6RW\n",
      "true: MXW4E\n",
      "pred: MXW4E\n",
      "true: 6Y3RP\n",
      "pred: 6Y3RP\n",
      "true: MEMH6R\n",
      "pred: MEMH6R\n",
      "true: W6WHK\n",
      "pred: W6WHK\n",
      "true: RUHXN\n",
      "pred: RUHXN\n",
      "true: 35V4KP\n",
      "pred: 35V4KP\n",
      "true: MJY6\n",
      "pred: MJY6\n",
      "true: DPSX9B\n",
      "pred: DPSX9B\n",
      "true: M5CSWS\n",
      "pred: M5CSWS\n",
      "true: HCPT\n",
      "pred: HCPT\n",
      "true: PYH8\n",
      "pred: PYH8\n",
      "true: EAKH\n",
      "pred: EAKH\n",
      "true: D4SR\n",
      "pred: D4SR\n",
      "true: RNB3VD\n",
      "pred: RNB3VD\n",
      "true: H6HEBW\n",
      "pred: H6HEBW\n",
      "true: TCRBMD\n",
      "pred: TCRBMD\n",
      "true: Y9JTA\n",
      "pred: Y9JTA\n",
      "true: 9BPX\n",
      "pred: 9BPX\n",
      "true: YWW3N6\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred: YWW3N6\n",
      "true: VMCNU3\n",
      "pred: VMCNU3\n",
      "true: 4A5X9S\n",
      "pred: 4A5X9S\n",
      "true: 6CTEK\n",
      "pred: 6CTEK\n",
      "true: YSMHA\n",
      "pred: YSMHA\n",
      "true: UX95W\n",
      "pred: UX95W\n",
      "true: WYYWA\n",
      "pred: WYYWA\n",
      "true: AM8A\n",
      "pred: AM8A\n",
      "true: WA348\n",
      "pred: WA348\n",
      "true: XPU4\n",
      "pred: XPU4\n",
      "true: 85BNNS\n",
      "pred: 85BNNS\n",
      "true: AC9KM\n",
      "pred: AC9KM\n",
      "true: J4ACX8\n",
      "pred: J4ACX8\n",
      "true: KKR5\n",
      "pred: KKR5\n",
      "true: U9U3H\n",
      "pred: U9U3H\n",
      "true: CDEB\n",
      "pred: CDEB\n",
      "true: BMK56S\n",
      "pred: BMK56S\n",
      "true: 3DT4R3\n",
      "pred: 3DT4R3\n",
      "true: JBAX\n",
      "pred: JBAX\n",
      "true: UNEKH\n",
      "pred: UNEKH\n",
      "true: ATNTTX\n",
      "pred: ATNTTX\n",
      "true: K9PH\n",
      "pred: K9PH\n",
      "true: XY4UP5\n",
      "pred: XY4UP5\n",
      "true: WAAVYD\n",
      "pred: WAAVYD\n",
      "true: PV5X\n",
      "pred: PV5X\n",
      "true: D5KE\n",
      "pred: D5KE\n",
      "true: WRTCTA\n",
      "pred: WRTCTA\n",
      "true: 5NY4\n",
      "pred: 5NY4\n",
      "true: 5VE369\n",
      "pred: 5VE369\n",
      "true: X9ETMA\n",
      "pred: X9ETMA\n",
      "true: 9XCCHH\n",
      "pred: 9XCCHH\n",
      "true: 9E5H\n",
      "pred: 9E5H\n",
      "true: 5WRYY\n",
      "pred: 5WRYY\n",
      "true: M4EE9D\n",
      "pred: M4EE9D\n",
      "true: SHVX\n",
      "pred: SHVX\n",
      "true: 9BAEE\n",
      "pred: 9BAEE\n",
      "true: BHDP3\n",
      "pred: BHDP3\n",
      "true: YAJV4J\n",
      "pred: YAJV4J\n",
      "true: YWJD\n",
      "pred: YWJD\n",
      "true: VTKTK\n",
      "pred: VTKTK\n",
      "true: 5HKNN\n",
      "pred: 5HKNN\n",
      "true: 6VHY5K\n",
      "pred: 6VHY5K\n",
      "true: X3MXP\n",
      "pred: X3MXP\n",
      "true: 8KTWV\n",
      "pred: 8KTWV\n",
      "true: ACJPJ\n",
      "pred: ACJPJ\n",
      "true: 9583\n",
      "pred: 9583\n",
      "true: RSXYR\n",
      "pred: RSXYR\n",
      "true: J8TVE4\n",
      "pred: J8TVE4\n",
      "true: 6H9V\n",
      "pred: 6H9V\n",
      "true: VYT5N\n",
      "pred: VYT5N\n",
      "true: 3N55N\n",
      "pred: 3N55N\n",
      "true: UD5SE8\n",
      "pred: UD5SE8\n",
      "true: PV8TTY\n",
      "pred: PV8TTY\n",
      "true: W3CA\n",
      "pred: W3CA\n",
      "true: YXEVK\n",
      "pred: YXEVK\n",
      "true: VXVT\n",
      "pred: VXVT\n",
      "true: R84P9\n",
      "pred: R84P9\n",
      "true: TKDK\n",
      "pred: TKDK\n",
      "true: PN3V39\n",
      "pred: PN3V39\n",
      "true: V8RW6\n",
      "pred: V8RW6\n",
      "true: 34WH9Y\n",
      "pred: 34WH9Y\n",
      "true: DRSN9\n",
      "pred: DRSN9\n",
      "true: W88T8P\n",
      "pred: W88T8P\n",
      "true: YDPV\n",
      "pred: YDPV\n",
      "true: VBXC\n",
      "pred: VBXC\n",
      "true: UPYJ6\n",
      "pred: UPYJ6\n",
      "true: PYJAT\n",
      "pred: PYJAT\n",
      "true: UNA33\n",
      "pred: UNA33\n",
      "true: ACUY\n",
      "pred: ACUY\n",
      "true: BTJ5\n",
      "pred: BTJ5\n",
      "true: T834H\n",
      "pred: T834H\n",
      "true: MJJYP\n",
      "pred: MJJYP\n",
      "true: CKYHMM\n",
      "pred: CKYHMM\n",
      "true: 48M6\n",
      "pred: 48M6\n",
      "true: 4BXSAE\n",
      "pred: 4BXSAE\n",
      "true: B656\n",
      "pred: B656\n",
      "true: DC99\n",
      "pred: DC99\n",
      "true: 8MBRE\n",
      "pred: 8MBRE\n",
      "true: PANH\n",
      "pred: PANH\n",
      "true: R3DBT\n",
      "pred: R3DBT\n",
      "true: NNPN\n",
      "pred: NNPN\n",
      "true: 4UPM\n",
      "pred: 4UPM\n",
      "true: V9394\n",
      "pred: V9394\n",
      "true: 4XATXR\n",
      "pred: 4XATXR\n",
      "true: ANYKVX\n",
      "pred: ANYKVX\n",
      "true: 8UPR\n",
      "pred: 8UPR\n",
      "true: NW5AP\n",
      "pred: NW5AP\n",
      "true: VJCKR\n",
      "pred: VJCKR\n",
      "true: 536B\n",
      "pred: 536B\n",
      "true: HMKWB\n",
      "pred: HMKWB\n",
      "true: KBP3K\n",
      "pred: KBP3K\n",
      "true: C9TUC\n",
      "pred: C9TUC\n",
      "true: YDRSS\n",
      "pred: YDRSS\n",
      "true: DT8X\n",
      "pred: DT8X\n",
      "true: 9DM33Y\n",
      "pred: 9DM33Y\n",
      "true: PBSEA\n",
      "pred: PBSEA\n",
      "true: 5HP6\n",
      "pred: 5HP6\n",
      "true: 9T4MP\n",
      "pred: 9T4MP\n",
      "true: JXS8\n",
      "pred: JXS8\n",
      "true: HMXC\n",
      "pred: HMXC\n",
      "true: 46B4W5\n",
      "pred: 46B4W5\n",
      "true: D3T55R\n",
      "pred: D3T55R\n",
      "true: 4EB46\n",
      "pred: 4EB46\n",
      "true: 55XD63\n",
      "pred: 55XD63\n",
      "true: YS39P\n",
      "pred: YS39P\n",
      "true: 3KHHC\n",
      "pred: 3KHHC\n",
      "true: 6DS3R3\n",
      "pred: 6DS3R3\n",
      "true: AC9E\n",
      "pred: AC9E\n",
      "true: 5YETJ\n",
      "pred: 5YETJ\n",
      "true: CW5SCB\n",
      "pred: CW5SCB\n",
      "true: 3BDUPV\n",
      "pred: 3BDUPV\n",
      "true: B5A98\n",
      "pred: B5A98\n",
      "true: 3HWR\n",
      "pred: 3HWR\n",
      "true: UNSYBU\n",
      "pred: UNSYBU\n",
      "true: TJA8\n",
      "pred: TJA8\n",
      "true: JDCCR\n",
      "pred: JDCCR\n",
      "true: 8CS85\n",
      "pred: 8CS85\n",
      "true: YMHY\n",
      "pred: YMHY\n",
      "true: R8JNVP\n",
      "pred: R8JNVP\n",
      "true: CAKRJM\n",
      "pred: CAKRJM\n",
      "true: U8UA\n",
      "pred: U8UA\n",
      "true: R6Y8\n",
      "pred: R6Y8\n",
      "true: 545HW3\n",
      "pred: 545HW3\n",
      "true: CVB6T\n",
      "pred: CVB6T\n",
      "true: MNSEWV\n",
      "pred: MNSEWV\n",
      "true: DE89\n",
      "pred: DE89\n",
      "true: 3JR6B\n",
      "pred: 3JR6B\n",
      "true: AK36RT\n",
      "pred: AK36RT\n",
      "true: T4HS\n",
      "pred: T4HS\n",
      "true: N6B4HU\n",
      "pred: N6B4HU\n",
      "true: T3YS5A\n",
      "pred: T3YS5A\n",
      "true: U9AHE9\n",
      "pred: U9AHE9\n",
      "true: 3M8RD\n",
      "pred: 3M8RD\n",
      "true: HP6S\n",
      "pred: HP6S\n",
      "true: 99BH6\n",
      "pred: 99BH6\n",
      "true: S54MA\n",
      "pred: S54MA\n",
      "true: RJMTUW\n",
      "pred: RJMTUW\n",
      "true: ETYDE\n",
      "pred: ETYDE\n",
      "true: KTS3UN\n",
      "pred: KTS3UN\n",
      "true: H6T6E6\n",
      "pred: H6T6E6\n",
      "true: TK4VM\n",
      "pred: TK4VM\n",
      "true: 36A4WR\n",
      "pred: 36A4WR\n",
      "true: 6TMAC\n",
      "pred: 6TMAC\n",
      "true: R3CW\n",
      "pred: R3CW\n",
      "true: YMXMD\n",
      "pred: YMXMD\n",
      "true: SCR86E\n",
      "pred: SCR86E\n",
      "true: JYSJ\n",
      "pred: JYSJ\n",
      "true: WHAEAK\n",
      "pred: WHAEAK\n",
      "true: DRRYSS\n",
      "pred: DRRYSS\n",
      "true: REKM\n",
      "pred: REKM\n",
      "true: YDHVH\n",
      "pred: YDHVH\n",
      "true: CK3D4N\n",
      "pred: CK3D4N\n",
      "true: DVC545\n",
      "pred: DVC545\n",
      "true: S8KH4\n",
      "pred: S8KH4\n",
      "true: CYS3\n",
      "pred: CYS3\n",
      "true: UNTKP3\n",
      "pred: UNTKP3\n",
      "true: 5MRB\n",
      "pred: 5MRB\n",
      "true: JDUPUB\n",
      "pred: JDUPUB\n",
      "true: 5J6BUV\n",
      "pred: 5J6BUV\n",
      "true: D3SJE\n",
      "pred: D3SJE\n",
      "true: 6VKW4\n",
      "pred: 6VKW4\n",
      "true: KKNC\n",
      "pred: KKNC\n",
      "true: AA9K\n",
      "pred: AA9K\n",
      "true: V4V9E\n",
      "pred: V4V9E\n",
      "true: 8MY9P\n",
      "pred: 8MY9P\n",
      "true: DMRJN\n",
      "pred: DMRJN\n",
      "true: JCHW\n",
      "pred: JCHW\n",
      "true: RVW6P9\n",
      "pred: RVW6P9\n",
      "true: DRNKY\n",
      "pred: DRNKY\n",
      "true: MBHKH\n",
      "pred: MBHKH\n",
      "true: 35KT\n",
      "pred: 35KT\n",
      "true: DHSC\n",
      "pred: DHSC\n",
      "true: CDP4CT\n",
      "pred: CDP4CT\n",
      "true: 4UTM\n",
      "pred: 4UTM\n",
      "true: 6K6H9W\n",
      "pred: 6K6H9W\n",
      "true: HW69CD\n",
      "pred: HW69CD\n",
      "true: 3DECUN\n",
      "pred: 3DECUN\n",
      "true: NNU83D\n",
      "pred: NNU83D\n",
      "true: Y9CJD\n",
      "pred: Y9CJD\n",
      "true: RP4N\n",
      "pred: RP4N\n",
      "true: MT8A5\n",
      "pred: MT8A5\n",
      "true: 4C39\n",
      "pred: 4C39\n",
      "true: U444\n",
      "pred: U444\n",
      "true: 5JWY\n",
      "pred: 5JWY\n",
      "true: TWVW\n",
      "pred: TWVW\n",
      "true: AY4PBP\n",
      "pred: AY4PBP\n",
      "true: V4V5N\n",
      "pred: V4V5N\n",
      "true: 33TUPT\n",
      "pred: 33TUPT\n",
      "true: HNDRR9\n",
      "pred: HNDRR9\n",
      "true: MV5JWR\n",
      "pred: MV5JWR\n",
      "true: A3UBK\n",
      "pred: A3UBK\n",
      "true: YH9U9\n",
      "pred: YH9U9\n",
      "true: DCYB\n",
      "pred: DCYB\n",
      "true: 5NKCCM\n",
      "pred: 5NKCCM\n",
      "true: K3A3X9\n",
      "pred: K3A3X9\n",
      "true: Y9NK54\n",
      "pred: Y9NK54\n",
      "true: 5UJMDT\n",
      "pred: 5UJMDT\n",
      "true: SAYXB\n",
      "pred: SAYXB\n",
      "true: 4TPC\n",
      "pred: 4TPC\n",
      "true: 8KS8J\n",
      "pred: 8KS8J\n",
      "true: NNDHKW\n",
      "pred: NNDHKW\n",
      "true: VRDVM\n",
      "pred: VRDVM\n",
      "true: 48NH9\n",
      "pred: 48NH9\n",
      "true: NMN9\n",
      "pred: NMN9\n",
      "true: 5UADM\n",
      "pred: 5UADM\n",
      "true: K66HM\n",
      "pred: K66HM\n",
      "true: TTST\n",
      "pred: TTST\n",
      "true: KTC5\n",
      "pred: KTC5\n",
      "true: 3EUWW\n",
      "pred: 3EUWW\n",
      "true: WSSSM\n",
      "pred: WSSSM\n",
      "true: UDHK\n",
      "pred: UDHK\n",
      "true: TBJP\n",
      "pred: TBJP\n",
      "true: EX9J\n",
      "pred: EX9J\n",
      "true: BMXS\n",
      "pred: BMXS\n",
      "true: NN6A8\n",
      "pred: NN6A8\n",
      "true: XJXRWT\n",
      "pred: XJXRWT\n",
      "true: 9S58N\n",
      "pred: 9S58N\n",
      "true: 4PSP\n",
      "pred: 4PSP\n",
      "true: VESU\n",
      "pred: VESU\n",
      "true: TS5C8\n",
      "pred: TS5C8\n",
      "true: BUA8\n",
      "pred: BUA8\n",
      "true: 6DDR3\n",
      "pred: 6DDR3\n",
      "true: 3V8568\n",
      "pred: 3V8568\n",
      "true: DUMU\n",
      "pred: DUMU\n",
      "true: 9WEKB\n",
      "pred: 9WEKB\n",
      "true: 89WYD\n",
      "pred: 89WYD\n",
      "true: RXJAM\n",
      "pred: RXJAM\n",
      "true: URRAY8\n",
      "pred: URRAY8\n",
      "true: MNMUW\n",
      "pred: MNMUW\n",
      "true: PXX9\n",
      "pred: PXX9\n",
      "true: AXS4BM\n",
      "pred: AXS4BM\n",
      "true: VATHPK\n",
      "pred: VATHPK\n",
      "true: 56AP\n",
      "pred: 56AP\n",
      "true: AVNKY\n",
      "pred: AVNKY\n",
      "true: AN4WR\n",
      "pred: AN4WR\n",
      "true: K5T6\n",
      "pred: K5T6\n",
      "true: 5YR3\n",
      "pred: 5YR3\n",
      "true: 8XJYJP\n",
      "pred: 8XJYJP\n",
      "true: D8X8XK\n",
      "pred: D8X8XK\n",
      "true: NHUHTR\n",
      "pred: NHUHTR\n",
      "true: WUTS6U\n",
      "pred: WUTS6U\n",
      "true: JMXCCV\n",
      "pred: JMXCCV\n",
      "true: SH5W6\n",
      "pred: SH5W6\n",
      "true: 4T8M\n",
      "pred: 4T8M\n",
      "true: NXXJB\n",
      "pred: NXXJB\n",
      "true: WECCW\n",
      "pred: WECCW\n",
      "true: TCNKU\n",
      "pred: TCNKU\n",
      "true: DB3B\n",
      "pred: DB3B\n",
      "true: NSK33\n",
      "pred: NSK33\n",
      "true: BB5K\n",
      "pred: BB5K\n",
      "true: NC9P5\n",
      "pred: NC9P5\n",
      "true: SX6KD\n",
      "pred: SX6KD\n",
      "true: VMRPW6\n",
      "pred: VMRPW6\n",
      "true: VR8J\n",
      "pred: VR8J\n",
      "true: W48C\n",
      "pred: W48C\n",
      "true: XBCKPM\n",
      "pred: XBCKPM\n",
      "true: NXHPK\n",
      "pred: NXHPK\n",
      "true: 5EBE\n",
      "pred: 5EBE\n",
      "true: JB65VS\n",
      "pred: JB65VS\n",
      "true: A8TU\n",
      "pred: A8TU\n",
      "true: T3S4PA\n",
      "pred: T3S4PA\n",
      "true: UDES9\n",
      "pred: UDES9\n",
      "true: MJB63U\n",
      "pred: MJB63U\n",
      "true: CVNY\n",
      "pred: CVNY\n",
      "true: BDSN6\n",
      "pred: BDSN6\n",
      "true: PJ4T4\n",
      "pred: PJ4T4\n",
      "true: EVYSRK\n",
      "pred: EVYSRK\n",
      "true: CUC8PM\n",
      "pred: CUC8PM\n",
      "true: 4E58\n",
      "pred: 4E58\n",
      "true: WXRH\n",
      "pred: WXRH\n",
      "true: BWCHKM\n",
      "pred: BWCHKM\n",
      "true: KAEWES\n",
      "pred: KAEWES\n",
      "true: XESC\n",
      "pred: XESC\n",
      "true: E35ND9\n",
      "pred: E35ND9\n",
      "true: 9Y6NN\n",
      "pred: 9Y6NN\n",
      "true: NUURS\n",
      "pred: NUURS\n",
      "true: MEMX\n",
      "pred: MEMX\n",
      "true: NB85HN\n",
      "pred: NB85HN\n",
      "true: PVMJ\n",
      "pred: PVMJ\n",
      "true: RKXUJ\n",
      "pred: RKXUJ\n",
      "true: JMTSC\n",
      "pred: JMTSC\n",
      "true: DJXP4\n",
      "pred: DJXP4\n",
      "true: RJRH\n",
      "pred: RJRH\n",
      "true: 9WS5H6\n",
      "pred: 9WS5H6\n",
      "true: NJS5D\n",
      "pred: NJS5D\n",
      "true: AR69S\n",
      "pred: AR69S\n",
      "true: PMT86\n",
      "pred: PMT86\n",
      "true: EX6H\n",
      "pred: EX6H\n",
      "true: P9WB\n",
      "pred: P9WB\n",
      "true: 9C59M\n",
      "pred: 9C59M\n",
      "true: TMKA\n",
      "pred: TMKA\n",
      "true: B39N8W\n",
      "pred: B39N8W\n",
      "true: SMWC\n",
      "pred: SMWC\n",
      "true: 8ANUC3\n",
      "pred: 8ANUC3\n",
      "true: 6TJ6\n",
      "pred: 6TJ6\n",
      "true: 4SNUTS\n",
      "pred: 4SNUTS\n",
      "true: BD9N9\n",
      "pred: BD9N9\n",
      "true: DSKS\n",
      "pred: DSKS\n",
      "true: 3ATHX5\n",
      "pred: 3ATHX5\n",
      "true: W35NU\n",
      "pred: W35NU\n",
      "true: KKUMW\n",
      "pred: KKUMW\n",
      "true: 556WY\n",
      "pred: 556WY\n",
      "true: TPKR\n",
      "pred: TPKR\n",
      "true: 55B3V\n",
      "pred: 55B3V\n",
      "true: X4TRD\n",
      "pred: X4TRD\n",
      "true: YHJY\n",
      "pred: YHJY\n",
      "true: WTNS\n",
      "pred: WTNS\n",
      "true: 9NT35\n",
      "pred: 9NT35\n",
      "true: WKPR\n",
      "pred: WKPR\n",
      "true: N9YSWN\n",
      "pred: N9YSWN\n",
      "true: PXJW\n",
      "pred: PXJW\n",
      "true: PE4KVE\n",
      "pred: PE4KVE\n",
      "true: A5DCC\n",
      "pred: A5DCC\n",
      "true: KJNY3\n",
      "pred: KJNY3\n",
      "true: XSYE3M\n",
      "pred: XSYE3M\n",
      "true: BNDCK\n",
      "pred: BNDCK\n",
      "true: 89KSN\n",
      "pred: 89KSN\n",
      "true: 4YSWE\n",
      "pred: 4YSWE\n",
      "true: 3TMT\n",
      "pred: 3TMT\n",
      "true: BU8N\n",
      "pred: BU8N\n",
      "true: 4TUH\n",
      "pred: 4TUH\n",
      "true: BK9CK\n",
      "pred: BK9CK\n",
      "true: UNSSK\n",
      "pred: UNSSK\n",
      "true: 3V4V\n",
      "pred: 3V4V\n",
      "true: BKJ5K\n",
      "pred: BKJ5K\n",
      "true: M4X8S\n",
      "pred: M4X8S\n",
      "true: DC3CBE\n",
      "pred: DC3CBE\n",
      "true: W6J3N\n",
      "pred: W6J3N\n",
      "true: H3JU3X\n",
      "pred: H3JU3X\n",
      "true: JBXBBH\n",
      "pred: JBXBBH\n",
      "true: YB3U56\n",
      "pred: YB3U56\n",
      "true: BMM5\n",
      "pred: BMM5\n",
      "true: XPPB\n",
      "pred: XPPB\n",
      "true: JEMW\n",
      "pred: JEMW\n",
      "true: C83HR\n",
      "pred: C83HR\n",
      "true: 9J4HMP\n",
      "pred: 9J4HMP\n",
      "true: P6JV84\n",
      "pred: P6JV84\n",
      "true: XVJS\n",
      "pred: XVJS\n",
      "true: TPA5AH\n",
      "pred: TPA5AH\n",
      "true: 6WYVP4\n",
      "pred: 6WYVP4\n",
      "true: DX6HHW\n",
      "pred: DX6HHW\n",
      "true: AXK5E\n",
      "pred: AXK5E\n",
      "true: J5YY5R\n",
      "pred: J5YY5R\n",
      "true: R84BM\n",
      "pred: R84BM\n",
      "true: XWA5\n",
      "pred: XWA5\n",
      "true: EN68\n",
      "pred: EN68\n",
      "true: K9C3UJ\n",
      "pred: K9C3UJ\n",
      "true: XYVBDW\n",
      "pred: XYVBDW\n",
      "true: YTMBM\n",
      "pred: YTMBM\n",
      "true: UV89\n",
      "pred: UV89\n",
      "true: J6VEP\n",
      "pred: J6VEP\n",
      "true: 68RT\n",
      "pred: 68RT\n",
      "true: 9TUDS\n",
      "pred: 9TUDS\n",
      "true: 6XJHMM\n",
      "pred: 6XJHMM\n",
      "true: 8KDR\n",
      "pred: 8KDR\n",
      "true: 493U\n",
      "pred: 493U\n",
      "true: ADXVUH\n",
      "pred: ADXVUH\n",
      "true: 5BA93C\n",
      "pred: 5BA93C\n",
      "true: 9AYV\n",
      "pred: 9AYV\n",
      "true: RBX3S\n",
      "pred: RBX3S\n",
      "true: CXPU\n",
      "pred: CXPU\n",
      "true: 49R6\n",
      "pred: 49R6\n",
      "true: W5TBXK\n",
      "pred: W5TBXK\n",
      "true: 4RN5\n",
      "pred: 4RN5\n",
      "true: 5EMA\n",
      "pred: 5EMA\n",
      "true: HWYDXW\n",
      "pred: HWYDXW\n",
      "true: VB6R5\n",
      "pred: VB6R5\n",
      "true: J596VK\n",
      "pred: J596VK\n",
      "true: EYU8\n",
      "pred: EYU8\n",
      "true: 9XMD\n",
      "pred: 9XMD\n",
      "true: TWYHV\n",
      "pred: TWYHV\n",
      "true: BUTUC\n",
      "pred: BUTUC\n",
      "true: 399VRW\n",
      "pred: 399VRW\n",
      "true: 95E5N\n",
      "pred: 95E5N\n",
      "true: 6RX3B\n",
      "pred: 6RX3B\n",
      "true: SHXSM\n",
      "pred: SHXSM\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true: R3C3\n",
      "pred: R3C3\n",
      "true: YETJH\n",
      "pred: YETJH\n",
      "true: VDUN3\n",
      "pred: VDUN3\n",
      "true: UUK6\n",
      "pred: UUK6\n",
      "true: E8BW\n",
      "pred: E8BW\n",
      "true: SPUWR6\n",
      "pred: SPUWR6\n",
      "true: AHS3SJ\n",
      "pred: AHS3SJ\n",
      "true: E8Y6\n",
      "pred: E8Y6\n",
      "true: EMVAY\n",
      "pred: EMVAY\n",
      "true: 8PPNXR\n",
      "pred: 8PPNXR\n",
      "true: 9WYSK\n",
      "pred: 9WYSK\n",
      "true: H5U6\n",
      "pred: H5U6\n",
      "true: 99R9WY\n",
      "pred: 99R9WY\n",
      "true: 9TAUTK\n",
      "pred: 9TAUTK\n",
      "true: RCAC3B\n",
      "pred: RCAC3B\n",
      "true: JJTT\n",
      "pred: JJTT\n",
      "true: 39AJBY\n",
      "pred: 39AJBY\n",
      "true: 454T\n",
      "pred: 454T\n",
      "true: WYTK\n",
      "pred: WYTK\n",
      "true: ARD4C\n",
      "pred: ARD4C\n",
      "true: EAW9\n",
      "pred: EAW9\n",
      "true: TV9PJP\n",
      "pred: TV9PJP\n",
      "true: 9CBSAH\n",
      "pred: 9CBSAH\n",
      "true: REJ3DX\n",
      "pred: REJ3DX\n",
      "true: MRJ6\n",
      "pred: MRJ6\n",
      "true: MCHMS\n",
      "pred: MCHMS\n",
      "true: DBE5W6\n",
      "pred: DBE5W6\n",
      "true: R43PTU\n",
      "pred: R43PTU\n",
      "true: BM5SUD\n",
      "pred: BM5SUD\n",
      "true: KJ63\n",
      "pred: KJ63\n",
      "true: 9YR9J\n",
      "pred: 9YR9J\n",
      "true: CU6TTY\n",
      "pred: CU6TTY\n",
      "true: 39XUHY\n",
      "pred: 39XUHY\n",
      "true: DCED8\n",
      "pred: DCED8\n",
      "true: U9YXV\n",
      "pred: U9YXV\n",
      "true: HJMWVX\n",
      "pred: HJMWVX\n",
      "true: VWT4X\n",
      "pred: VWT4X\n",
      "true: UBVN\n",
      "pred: UBVN\n",
      "true: UPKP3\n",
      "pred: UPKP3\n",
      "true: NY98\n",
      "pred: NY98\n",
      "true: HBYUP\n",
      "pred: HBYUP\n",
      "true: EWPPV\n",
      "pred: EWPPV\n",
      "true: HY8SW\n",
      "pred: HY8SW\n",
      "true: TAJM9C\n",
      "pred: TAJM9C\n",
      "true: R9MD3V\n",
      "pred: R9MD3V\n",
      "true: VWURUB\n",
      "pred: VWURUB\n",
      "true: YYKSN\n",
      "pred: YYKSN\n",
      "true: YVPVU\n",
      "pred: YVPVU\n",
      "true: DUKAX\n",
      "pred: DUKAX\n",
      "true: XJMSVN\n",
      "pred: XJMSVN\n",
      "true: KEAKM\n",
      "pred: KEAKM\n",
      "true: 8C8S\n",
      "pred: 8C8S\n",
      "true: JP499K\n",
      "pred: JP499K\n",
      "true: 9EPWJ6\n",
      "pred: 9EPWJ6\n",
      "true: EDXNB8\n",
      "pred: EDXNB8\n",
      "true: RXP6\n",
      "pred: RXP6\n",
      "true: U8EJ\n",
      "pred: U8EJ\n",
      "true: DMKY\n",
      "pred: DMKY\n",
      "true: 4BTC8\n",
      "pred: 4BTC8\n",
      "true: 6MRYHE\n",
      "pred: 6MRYHE\n",
      "true: UKXTU\n",
      "pred: UKXTU\n",
      "true: JA5K\n",
      "pred: JA5K\n",
      "true: MJU88P\n",
      "pred: MJU88P\n",
      "true: Y9EPD\n",
      "pred: Y9EPD\n",
      "true: E9R5WT\n",
      "pred: E9R5WT\n",
      "true: WY86\n",
      "pred: WY86\n",
      "true: P3MH\n",
      "pred: P3MH\n",
      "true: JV59KK\n",
      "pred: JV59KK\n",
      "true: SYKYR\n",
      "pred: SYKYR\n",
      "true: XJW55H\n",
      "pred: XJW55H\n",
      "true: 3JJ4\n",
      "pred: 3JJ4\n",
      "true: KTNU8Y\n",
      "pred: KTNU8Y\n",
      "true: HU4DH3\n",
      "pred: HU4DH3\n",
      "true: JM8TN\n",
      "pred: JM8TN\n",
      "true: ADHM6\n",
      "pred: ADHM6\n",
      "true: MEMPJA\n",
      "pred: MEMPJA\n",
      "true: T3CAWP\n",
      "pred: T3CAWP\n",
      "true: HPTRPJ\n",
      "pred: HPTRPJ\n",
      "true: 946Y9\n",
      "pred: 946Y9\n",
      "true: 44A65E\n",
      "pred: 44A65E\n",
      "true: U5UR9\n",
      "pred: U5UR9\n",
      "true: RSHUK\n",
      "pred: RSHUK\n",
      "true: JWUY9T\n",
      "pred: JWUY9T\n",
      "true: 95NN\n",
      "pred: 95NN\n",
      "true: V955R\n",
      "pred: V955R\n",
      "true: ERJTS\n",
      "pred: ERJTS\n",
      "true: KATC4\n",
      "pred: KATC4\n",
      "true: CKHAD\n",
      "pred: CKHAD\n",
      "true: D6BEX4\n",
      "pred: D6BEX4\n",
      "true: D58CY\n",
      "pred: D58CY\n",
      "true: XTNX\n",
      "pred: XTNX\n",
      "true: E3B8\n",
      "pred: E3B8\n",
      "true: W6PBR\n",
      "pred: W6PBR\n",
      "true: 3KP8T\n",
      "pred: 3KP8T\n",
      "true: BKSJ\n",
      "pred: BKSJ\n",
      "true: 9JWN\n",
      "pred: 9JWN\n",
      "true: MW4NX9\n",
      "pred: MW4NX9\n",
      "true: SBV8\n",
      "pred: SBV8\n",
      "true: NN8D\n",
      "pred: NN8D\n",
      "true: BVSCRH\n",
      "pred: BVSCRH\n",
      "true: TSMP\n",
      "pred: TSMP\n",
      "true: 4NDJ\n",
      "pred: 4NDJ\n",
      "true: TXCRP9\n",
      "pred: TXCRP9\n",
      "true: U35XV\n",
      "pred: U35XV\n",
      "true: E58BH\n",
      "pred: E58BH\n",
      "true: JYXBD\n",
      "pred: JYXBD\n",
      "true: TAYX3\n",
      "pred: TAYX3\n",
      "true: DMUHU\n",
      "pred: DMUHU\n",
      "true: XH4PX\n",
      "pred: XH4PX\n",
      "true: ES4VS\n",
      "pred: ES4VS\n",
      "true: 66WBJ6\n",
      "pred: 66WBJ6\n",
      "true: 93V8E\n",
      "pred: 93V8E\n",
      "true: YPDK\n",
      "pred: YPDK\n",
      "true: 4ENA\n",
      "pred: 4ENA\n",
      "true: M84S\n",
      "pred: M84S\n",
      "true: RPRP\n",
      "pred: RPRP\n",
      "true: B6M4X\n",
      "pred: B6M4X\n",
      "true: DH9YS\n",
      "pred: DH9YS\n",
      "true: XTSBW\n",
      "pred: XTSBW\n",
      "true: 9K46E9\n",
      "pred: 9K46E9\n",
      "true: 34WPM\n",
      "pred: 34WPM\n",
      "true: WVHJ9R\n",
      "pred: WVHJ9R\n",
      "true: RC6MR\n",
      "pred: RC6MR\n",
      "true: E4R4UB\n",
      "pred: E4R4UB\n",
      "true: HK4N\n",
      "pred: HK4N\n",
      "true: YSVC\n",
      "pred: YSVC\n",
      "true: N8XMJ\n",
      "pred: N8XMJ\n",
      "true: YJ5TVT\n",
      "pred: YJ5TVT\n",
      "true: 4VCW\n",
      "pred: 4VCW\n",
      "true: U4NAVE\n",
      "pred: U4NAVE\n",
      "true: NPDSMY\n",
      "pred: NPDSMY\n",
      "true: J6K3V\n",
      "pred: J6K3V\n",
      "true: DMT4\n",
      "pred: DMT4\n",
      "true: XJUVW\n",
      "pred: XJUVW\n",
      "true: ARW9\n",
      "pred: ARW9\n",
      "true: 4XE4XS\n",
      "pred: 4XE4XS\n",
      "true: BM3HS\n",
      "pred: BM3HS\n",
      "true: EKER\n",
      "pred: EKER\n",
      "true: 9MW49P\n",
      "pred: 9MW49P\n",
      "true: T98B6V\n",
      "pred: T98B6V\n",
      "true: HYYX\n",
      "pred: HYYX\n",
      "true: YY4VE\n",
      "pred: YY4VE\n",
      "true: 5HMM6\n",
      "pred: 5HMM6\n",
      "true: 3PSCY\n",
      "pred: 3PSCY\n",
      "true: SDBCE\n",
      "pred: SDBCE\n",
      "true: HU3APM\n",
      "pred: HU3APM\n",
      "true: RX4B5\n",
      "pred: RX4B5\n",
      "true: 9P85P8\n",
      "pred: 9P85P8\n",
      "true: 59SPVU\n",
      "pred: 59SPVU\n",
      "true: URJB5\n",
      "pred: URJB5\n",
      "true: DNSUR\n",
      "pred: DNSUR\n",
      "true: HRBBRU\n",
      "pred: HRBBRU\n",
      "true: XD4M3P\n",
      "pred: XD4M3P\n",
      "true: MWPB\n",
      "pred: MWP\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=200x50 at 0x7F44783A4340>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.eval()\n",
    "do = True\n",
    "while do or decode_target(target) == decode(output_argmax[0]):\n",
    "    do = False\n",
    "    image, target, input_length, label_length = dataset[0]\n",
    "    print('true:', decode_target(target))\n",
    "\n",
    "    output = model(image.unsqueeze(0).cuda())\n",
    "    output_argmax = output.detach().permute(1, 0, 2).argmax(dim=-1)\n",
    "    print('pred:', decode(output_argmax[0]))\n",
    "to_pil_image(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-18T12:49:28.691803Z",
     "start_time": "2019-06-18T12:49:28.645668Z"
    }
   },
   "outputs": [],
   "source": [
    "torch.save(model, 'ctc.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}