data-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "visual-taxonomy\n",
      "cuda\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import torch\n",
    "\n",
    "from pathlib import Path\n",
    "import random\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "import json\n",
    "\n",
    "import ssl\n",
    "import urllib.request\n",
    "\n",
    "ssl._create_default_https_context = ssl._create_unverified_context\n",
    "\n",
    "SMALL_DATASET = True\n",
    "data_path = Path(f'visual-taxonomy/')\n",
    "test_image_path ='test_images'\n",
    "train_image_path = 'train_images'\n",
    "print(data_path)\n",
    "\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "print(device)\n",
    "# print(torch.cuda.get_device_name(0))\n",
    "\n",
    "BATCH_SIZE = 32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 id           len\n",
      "count  70213.000000  70213.000000\n",
      "mean   35254.985872      8.850569\n",
      "std    20295.174166      1.559819\n",
      "min        0.000000      5.000000\n",
      "25%    17718.000000      8.000000\n",
      "50%    35272.000000     10.000000\n",
      "75%    52825.000000     10.000000\n",
      "max    70378.000000     10.000000\n",
      "                 id\n",
      "count  30205.000000\n",
      "mean   15298.870386\n",
      "std     8819.716025\n",
      "min        0.000000\n",
      "25%     7623.000000\n",
      "50%    15371.000000\n",
      "75%    22937.000000\n",
      "max    30488.000000\n"
     ]
    }
   ],
   "source": [
    "df_train = pd.read_csv('train.csv')\n",
    "df_test = pd.read_csv('test.csv')\n",
    "print(df_train.describe())\n",
    "print(df_test.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id     Category  len      attr_1 attr_2   attr_3   attr_4         attr_5  \\\n",
      "0   0  Men Tshirts    5     default  round  printed  default  short sleeves   \n",
      "1   1  Men Tshirts    5  multicolor   polo    solid    solid  short sleeves   \n",
      "2   2  Men Tshirts    5     default   polo    solid    solid  short sleeves   \n",
      "3   3  Men Tshirts    5  multicolor   polo    solid    solid  short sleeves   \n",
      "4   4  Men Tshirts    5  multicolor   polo    solid    solid  short sleeves   \n",
      "\n",
      "  attr_6 attr_7 attr_8 attr_9 attr_10  \n",
      "0    NaN    NaN    NaN    NaN     NaN  \n",
      "1    NaN    NaN    NaN    NaN     NaN  \n",
      "2    NaN    NaN    NaN    NaN     NaN  \n",
      "3    NaN    NaN    NaN    NaN     NaN  \n",
      "4    NaN    NaN    NaN    NaN     NaN  \n",
      "---\n",
      "   id     Category\n",
      "0   0  Men Tshirts\n",
      "1   1  Men Tshirts\n",
      "2   2  Men Tshirts\n",
      "3   3  Men Tshirts\n",
      "4   4  Men Tshirts\n"
     ]
    }
   ],
   "source": [
    "print(df_train.head())\n",
    "print('---')\n",
    "print(df_test.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'000000.jpg' in os.listdir(train_image_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_range = range(len(df_train))\n",
    "test_range = range(len(df_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "if SMALL_DATASET == False:\n",
    "    plt.figure(figsize=(30, 30))\n",
    "    for i in range(4):\n",
    "        for j in range(4):\n",
    "            idx = random.randint(0, len(df_train))\n",
    "            img = Image.open(train_image_path / f'{idx:06d}.jpg')\n",
    "            plt.subplot(4, 4, 4 * i + j + 1)\n",
    "\n",
    "            plt.imshow(img)\n",
    "            plt.title(df_train.loc[idx, 'Category'])\n",
    "        \n",
    "    plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "# import torchvision\n",
    "from torch import nn\n",
    "# from torchvision import transforms\n",
    "from torch.utils.data import DataLoader, Dataset\n",
    "from torch import optim\n",
    "\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torch.optim import lr_scheduler\n",
    "import torch.backends.cudnn as cudnn\n",
    "import numpy as np\n",
    "from torchvision import datasets, models, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import os\n",
    "from PIL import Image\n",
    "from tempfile import TemporaryDirectory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_transforms = {\n",
    "    'train': transforms.Compose([\n",
    "        transforms.RandomResizedCrop(224),\n",
    "        transforms.RandomHorizontalFlip(),\n",
    "        transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.1),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "    'test': transforms.Compose([\n",
    "        transforms.Resize(256),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "if SMALL_DATASET == False:\n",
    "    num = 560\n",
    "    img = Image.open(train_image_path / f'{num:06d}.jpg')\n",
    "    img_1 = data_transforms['train'](img)\n",
    "    plt.figure(figsize=(20, 10))\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.imshow(img)\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.imshow(img_1.permute(1, 2, 0))\n",
    "    plt.show()\n",
    "    print(df_train.loc[num, 'Category'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train['Category'].value_counts()\n",
    "df_train.fillna('None', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[array([    0,     1,     2, ..., 70376, 70377, 70378], dtype=int64), array(['Men Tshirts', 'Sarees', 'Kurtis', 'Women Tshirts',\n",
      "       'Women Tops & Tunics'], dtype=object), array([ 5, 10,  9,  8], dtype=int64), array(['default', 'multicolor', 'black', 'white', 'None', 'same as saree',\n",
      "       'solid', 'same as border', 'red', 'navy blue', 'maroon', 'green',\n",
      "       'pink', 'blue', 'purple', 'grey', 'yellow', 'orange', 'peach'],\n",
      "      dtype=object), array(['round', 'polo', 'None', 'woven design', 'zari', 'no border',\n",
      "       'solid', 'default', 'temple border', 'straight', 'a-line', 'loose',\n",
      "       'boxy', 'regular', 'fitted'], dtype=object), array(['printed', 'solid', 'None', 'small border', 'big border',\n",
      "       'no border', 'knee length', 'calf length', 'long', 'crop',\n",
      "       'regular'], dtype=object), array(['default', 'solid', 'None', 'typography', 'multicolor', 'cream',\n",
      "       'white', 'navy blue', 'yellow', 'green', 'pink', 'daily', 'party',\n",
      "       'printed', 'high', 'round neck', 'stylised', 'sweetheart neck',\n",
      "       'v-neck', 'square neck'], dtype=object), array(['short sleeves', 'long sleeves', 'None', 'party', 'traditional',\n",
      "       'daily', 'wedding', 'net', 'default', 'quirky', 'solid', 'graphic',\n",
      "       'funky print', 'typography', 'casual'], dtype=object), array(['None', 'jacquard', 'default', 'tassels and latkans', 'solid',\n",
      "       'long sleeves', 'short sleeves', 'printed'], dtype=object), array(['None', 'woven design', 'same as saree', 'default', 'zari woven',\n",
      "       'solid', 'regular sleeves', 'cuffed sleeves', 'typography',\n",
      "       'graphic', 'quirky', 'floral'], dtype=object), array(['None', 'zari woven', 'woven design', 'default', 'solid',\n",
      "       'printed', 'three-quarter sleeves', 'short sleeves', 'sleeveless',\n",
      "       'applique', 'long sleeves'], dtype=object), array(['None', 'applique', 'elephant', 'floral', 'ethnic motif',\n",
      "       'peacock', 'default', 'solid', 'checked', 'botanical', 'regular',\n",
      "       'sleeveless', 'regular sleeves', 'puff sleeves'], dtype=object), array(['None', 'no', 'yes', 'knitted', 'default', 'ruffles',\n",
      "       'waist tie-ups', 'tie-ups', 'applique'], dtype=object)]\n"
     ]
    }
   ],
   "source": [
    "values = [df_train[col].unique() for col in df_train.columns]\n",
    "print(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Men Tshirts', 'Sarees', 'Kurtis', 'Women Tshirts',\n",
       "       'Women Tops & Tunics'], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list(values[1]).index('Men Tshirts')\n",
    "values[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def convert_attributes_to_tensor(df):\n",
    "    # df = df.fillna('None')\n",
    "    attr_list = [list(values[i]).index(df.iloc[i]) for i in range(1, len(df))]\n",
    "    return torch.tensor(attr_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                      0\n",
       "Category      Men Tshirts\n",
       "len                     5\n",
       "attr_1            default\n",
       "attr_2              round\n",
       "attr_3            printed\n",
       "attr_4            default\n",
       "attr_5      short sleeves\n",
       "attr_6               None\n",
       "attr_7               None\n",
       "attr_8               None\n",
       "attr_9               None\n",
       "attr_10              None\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.loc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "convert_attributes_to_tensor(df_train.loc[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CustomDataset(Dataset):\n",
    "\n",
    "    def __init__(self, \n",
    "                root_dir: str,\n",
    "                root_csv: str,\n",
    "                file_numbers: [i for i in range(0, 70000)],\n",
    "                transform=None):\n",
    "\n",
    "        self.root_dir = root_dir\n",
    "        self.root_csv = root_csv\n",
    "        self.transform = transform\n",
    "        self.file_numbers = file_numbers \n",
    "\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.root_csv)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        file_number = int(self.file_numbers[idx])\n",
    "        img = Image.open(Path(self.root_dir) / f'{file_number:06d}.jpg')\n",
    "        transformed_img = self.transform(img)\n",
    "\n",
    "        attributes = convert_attributes_to_tensor(self.root_csv.loc[idx])\n",
    "\n",
    "        return transformed_img, attributes[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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'12711', '12712', '12713', '12714', '12715', '12716', '12717', '12718', '12719', '12720', '12721', '12722', '12723', '12724', '12725', '12726', '12727', '12728', '12729', '12730', '12731', '12732', '12733', '12734', '12735', '12736', '12737', '12738', '12739', '12740', '12741', '12742', '12743', '12744', '12745', '12746', '12747', '12748', '12749', '12750', '12751', '12752', '12753', '12754', '12755', '12756', '12757', '12758', '12759', '12760', '12761', '12762', '12763', '12764', '12765', '12766', '12767', '12768', '12769', '12770', '12771', '12772', '12773', '12774', '12775', '12776', '12777', '12778', '12779', '12780', '12781', '12782', '12783', '12784', '12785', '12786', '12787', '12788', '12789', '12790', '12791', '12792', '12793', '12794', '12795', '12796', '12797', '12798', '12799', '12800', '12801', '12802', '12803', '12804', '12805', '12806', '12807', '12808', '12809', '12810', '12811', '12812', '12813', '12814', '12815', '12816', '12817', '12818', '12819', '12820', '12821', '12822', '12823', '12824', '12825', '12826', '12827', '12828', '12829', '12830', '12831', '12832', '12833', '12834', '12835', '12836', '12837', '12838', '12839', '12840', '12841', '12842', '12843', '12844', '12845', '12846', '12847', '12848', '12849', '12850', '12851', '12852', '12853', '12854', '12855', '12856', '12857', '12858', '12859', '12860', '12861', '12862', '12863', '12864', '12865', '12866', '12867', '12868', '12869', '12870', '12871', '12872', '12873', '12874', '12875', '12876', '12877', '12878', '12879', '12880', '12881', '12882', '12883', '12884', '12885', '12886', '12887', '12888', '12889', '12890', '12891', '12892', '12893', '12894', '12895', '12896', '12897', '12898', '12899', '12900', '12901', '12902', '12903', '12904', '12905', '12906', '12907', '12908', '12909', '12910', '12911', '12912', '12913', '12914', '12915', '12916', '12917', '12918', '12919', '12920', '12921', '12922', '12923', '12924', '12925', '12926', '12927', '12928', '12929', '12930', '12931', '12932', '12933', '12934', '12935', '12936', '12937', '12938', '12939', '12940', '12941', '12942', '12943', '12944', '12945', '12946', '12947', '12948', '12949', '12950', '12951', '12952', '12953', '12954', '12955', '12956', '12957', '12958', '12959', '12960', '12961', '12962', '12963', '12964', '12965', '12966', '12967', '12968', '12969', '12970', '12971', '12972', '12973', '12974', '12975', '12976', '12977', '12978', '12979', '12980', '12981', '12982', '12983', '12984', '12985', '12986', '12987', '12988', '12989', '12990', '12991', '12992', '12993', '12994', '12995', '12996', '12997', '12998', '12999', '13000', '13001', '13002', '13003', '13004', '13005', '13006', '13007', '13008', '13009', '13010', '13011', '13012', '13013', '13014', '13015', '13016', '13017', '13018', '13019', '13020', '13021', '13022', '13023', '13024', '13025', '13026', '13027', '13028', '13029', '13030', '13031', '13032', '13033', '13034', '13035', '13036', '13037', '13038', '13039', '13040', '13041', '13042', '13043', 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'20148', '20149', '20150', '20151', '20152', '20153', '20154', '20155', '20156', '20157', '20158', '20159', '20160', '20161', '20162', '20163', '20164', '20165', '20166', '20167', '20168', '20169', '20170', '20171', '20172', '20173', '20174', '20175', '20176', '20177', '20178', '20179', '20180', '20181', '20182', '20183', '20184', '20185', '20186', '20187', '20188', '20189', '20190', '20191', '20192', '20193', '20194', '20195', '20196', '20197', '20198', '20199', '20200', '20201', '20202', '20203', '20204', '20205', '20206', '20207', '20208', '20209', '20210', '20211', '20212', '20213', '20214', '20215', '20216', '20217', '20218', '20219', '20220', '20221', '20222', '20223', '20224', '20225', '20226', '20227', '20228', '20229', '20230', '20231', '20232', '20233', '20234', '20235', '20236', '20237', '20238', '20239', '20240', '20241', '20242', '20243', '20244', '20245', '20246', '20247', '20248', '20249', '20250', '20251', '20252', '20253', '20254', '20255', '20256', '20257', '20258', '20259', '20260', '20261', '20262', '20263', '20264', '20265', '20266', '20267', '20268', '20269', '20270', '20271', '20272', '20273', '20274', '20275', '20276', '20277', '20278', '20279', '20280', '20281', '20282', '20283', '20284', '20285', '20286', '20287', '20288', '20289', '20290', '20291', '20292', '20293', '20294', '20295', '20296', '20297', '20298', '20299', '20300', '20301', '20302', '20303', '20304', '20305', '20306', '20307', '20308', '20309', '20310', '20311', '20312', '20313', '20314', '20315', '20316', '20317', '20318', '20319', '20320', '20321', '20322', '20323', '20324', '20325', '20326', '20327', '20328', '20329', '20330', '20331', '20332', '20333', '20334', '20335', '20336', '20337', '20338', '20339', '20340', '20341', '20342', '20343', '20344', '20345', '20346', '20347', '20348', '20349', '20350', '20351', '20352', '20353', '20354', '20355', '20356', '20357', '20358', '20359', '20360', '20361', '20362', '20363', '20364', '20365', '20366', '20367', '20368', '20369', '20370', '20371', '20372', '20373', '20374', '20375', '20376', '20377', '20378', '20379', '20380', '20381', '20382', '20383', '20384', '20385', '20386', '20387', '20388', '20389', '20390', '20391', '20392', '20393', '20394', '20395', '20396', '20397', '20398', '20399', '20400', '20401', '20402', '20403', '20404', '20405', '20406', '20407', '20408', '20409', '20410', '20411', '20412', '20413', '20414', '20415', '20416', '20417', '20418', '20419', '20420', '20421', '20422', '20423', '20424', '20425', '20426', '20427', '20428', '20429', '20430', '20431', '20432', '20433', '20434', '20435', '20436', '20437', '20438', '20439', '20440', '20441', '20442', '20443', '20444', '20445', '20446', '20447', '20448', '20449', '20450', '20451', '20452', '20453', '20454', '20455', '20456', '20457', '20458', '20459', '20460', '20461', '20462', '20463', '20464', '20465', '20466', '20467', '20468', '20469', '20470', '20471', '20472', '20473', '20474', '20475', '20476', '20477', '20478', '20479', '20480', '20481', '20482', '20483', '20484', '20485', '20486', '20487', '20488', '20489', '20490', '20491', '20492', '20493', '20494', '20495', '20496', '20497', '20498', '20499', '20500', '20501', '20502', '20503', '20504', '20505', '20506', '20507', '20508', '20509', '20510', '20511', '20512', '20513', '20514', '20515', '20516', '20517', '20518', '20519', '20520', '20521', '20522', '20523', '20524', '20525', '20526', '20527', '20528', '20529', '20530', '20531', '20532', '20533', '20534', '20535', '20536', '20537', '20538', '20539', '20540', '20541', '20542', '20543', '20544', '20545', '20546', '20547', '20548', '20549', '20550', '20551', '20552', '20553', '20554', '20555', '20556', '20557', '20558', '20559', '20560', '20561', '20562', '20563', '20564', '20565', '20566', '20567', '20568', '20569', '20570', '20571', '20572', '20573', '20574', '20575', '20576', '20577', '20578', '20579', '20580', '20581', '20582', '20583', '20584', '20585', '20586', '20587', '20588', '20589', '20590', '20591', '20592', '20593', '20594', '20595', '20596', '20597', '20598', '20599', '20600', '20601', '20602', '20603', '20604', '20605', '20606', '20607', '20608', '20609', '20610', '20611', '20612', '20613', '20614', '20615', '20616', '20617', '20618', '20619', '20620', '20621', '20622', '20623', '20624', '20625', '20626', '20627', '20628', '20629', '20630', '20631', '20632', '20633', '20634', '20635', '20636', '20637', '20638', '20639', '20640', '20641', '20642', '20643', '20644', '20645', '20646', '20647', '20648', '20649', '20650', '20651', '20652', '20653', '20654', '20655', '20656', '20657', '20658', '20659', '20660', '20661', '20662', '20663', '20664', '20665', '20666', '20667', '20668', '20669', '20670', '20671', '20672', '20673', '20674', '20675', '20676', '20677', '20678', '20679', '20680', '20681', '20682', '20683', '20684', '20685', '20686', '20687', '20688', '20689', '20690', '20691', '20692', '20693', '20694', '20695', '20696', '20697', '20698', '20699', '20700', '20701', '20702', '20703', '20704', '20705', '20706', '20707', '20708', '20709', '20710', '20711', '20712', '20713', '20714', '20715', '20716', '20717', '20718', '20719', '20720', '20721', '20722', '20723', '20724', '20725', '20726', '20727', '20728', '20729', '20730', '20731', '20732', '20733', '20734', '20735', '20736', '20737', '20738', '20739', '20740', '20741', '20742', '20743', '20744', '20745', '20746', '20747', '20748', '20749', '20750', '20751', '20752', '20753', '20754', '20755', '20756', '20757', '20758', '20759', '20760', '20761', '20762', '20763', '20764', '20765', '20766', '20767', '20768', '20769', '20770', '20771', '20772', '20773', '20774', '20775', '20776', '20777', '20778', '20779', '20780', '20781', '20782', '20783', '20784', '20785', '20786', '20787', '20788', '20789', '20790', '20791', '20792', '20793', '20794', '20795', '20796', '20797', '20798', '20799', '20800', '20801', '20802', '20803', '20804', '20805', '20806', '20807', '20808', '20809', '20810', '20811', '20812', '20813', '20814', '20815', '20816', '20817', '20818', '20819', '20820', '20821', '20822', '20823', '20824', '20825', '20826', '20827', '20828', '20829', '20830', '20831', '20832', '20833', '20834', '20835', '20836', '20837', '20838', '20839', '20840', '20841', '20842', '20843', '20844', '20845', '20846', '20847', '20848', '20849', '20850', '20851', '20852', '20853', '20854', '20855', '20856', '20857', '20858', '20859', '20860', '20861', '20862', '20863', '20864', '20865', '20866', '20867', '20868', '20869', '20870', '20871', '20872', '20873', '20874', '20875', '20876', '20877', '20878', '20879', '20880', '20881', '20882', '20883', '20884', '20885', '20886', '20887', '20888', '20889', '20890', '20891', '20892', '20893', '20894', '20895', '20896', '20897', '20898', '20899', '20900', '20901', '20902', '20903', '20904', '20905', '20906', '20907', '20908', '20909', '20910', '20911', '20912', '20913', '20914', '20915', '20916', '20917', '20918', '20919', '20920', '20921', '20922', '20923', '20924', '20925', '20926', '20927', '20928', '20929', '20930', '20931', '20932', '20933', '20934', '20935', '20936', '20937', '20938', '20939', '20940', '20941', '20942', '20943', '20944', '20945', '20946', '20947', '20948', '20949', '20950', '20951', '20952', '20953', '20954', '20955', '20956', '20957', '20958', '20959', '20960', '20961', '20962', '20963', '20964', '20965', '20966', '20967', '20968', '20969', '20970', '20971', '20972', '20973', '20974', '20975', '20976', '20977', '20978', '20979', '20980', '20981', '20982', '20983', '20984', '20985', '20986', '20987', '20988', '20989', '20990', '20991', '20992', '20993', '20994', '20995', '20996', '20997', '20998', '20999', '21000', '21001', '21002', '21003', '21004', '21005', '21006', '21007', '21008', '21009', '21010', '21011', '21012', '21013', '21014', '21015', '21016', '21017', '21018', '21019', '21020', '21021', '21022', '21023', '21024', '21025', '21026', '21027', '21028', '21029', '21030', '21031', '21032', '21033', '21034', '21035', '21036', '21037', '21038', '21039', '21040', '21041', '21042', '21043', '21044', '21045', '21046', '21047', '21048', '21049', '21050', '21051', '21052', '21053', '21054', '21055', '21056', '21057', '21058', '21059', '21060', '21061', '21062', '21063', '21064', '21065', '21066', '21067', '21068', '21069', '21070', '21071', '21072', '21073', '21074', '21075', '21076', '21077', '21078', '21079', '21080', '21081', '21082', '21083', '21084', '21085', '21086', '21087', '21088', '21089', '21090', '21091', '21092', '21093', '21094', '21095', '21096', '21097', '21098', '21099', '21100', '21101', '21102', '21103', '21104', '21105', '21106', '21107', '21108', '21109', '21110', '21111', '21112', '21113', '21114', '21115', '21116', '21117', '21118', '21119', '21120', '21121', '21122', '21123', '21124', '21125', '21126', '21127', '21128', '21129', '21130', '21131', '21132', '21133', '21134', '21135', '21136', '21137', '21138', '21139', '21140', '21141', '21142', '21143', '21144', '21145', '21146', '21147', '21148', '21149', '21150', '21151', '21152', '21153', '21154', '21155', '21156', '21157', '21158', '21159', '21160', '21161', '21162', '21163', '21164', '21165', '21166', '21167', '21168', '21169', '21170', '21171', '21172', '21173', '21174', '21175', '21176', '21177', '21178', '21179', '21180', '21181', '21182', '21183', '21184', '21185', '21186', '21187', '21188', '21189', '21190', '21191', '21192', '21193', '21194', '21195', '21196', '21197', '21198', '21199', '21200', '21201', '21202', '21203', '21204', '21205', '21206', '21207', '21208', '21209', '21210', '21211', '21212', '21213', '21214', '21215', '21216', '21217', '21218', '21219', '21220', '21221', '21222', '21223', '21224', '21225', '21226', '21227', '21228', '21229', '21230', '21231', '21232', '21233', '21234', '21235', '21236', '21237', '21238', '21239', '21240', '21241', '21242', '21243', '21244', '21245', '21246', '21247', '21248', '21249', '21250', '21251', '21252', '21253', '21254', '21255', '21256', '21257', '21258', '21259', '21260', '21261', '21262', '21263', '21264', '21265', '21266', '21267', '21268', '21269', '21270', '21271', '21272', '21273', '21274', '21275', '21276', '21277', '21278', '21279', '21280', '21281', '21282', '21283', '21284', '21285', '21286', '21287', '21288', '21289', '21290', '21291', '21292', '21293', '21294', '21295', '21296', '21297', '21298', '21299', '21300', '21301', '21302', '21303', '21304', '21305', '21306', '21307', '21308', '21309', '21310', '21311', '21312', '21313', '21314', '21315', '21316', '21317', '21318', '21319', '21320', '21321', '21322', '21323', '21324', '21325', '21326', '21327', '21328', '21329', '21330', '21331', '21332', '21333', '21334', '21335', '21336', '21337', '21338', '21339', '21340', '21341', '21342', '21343', '21344', '21345', '21346', '21347', '21348', '21349', '21350', '21351', '21352', '21353', '21354', '21355', '21356', '21357', '21358', '21359', '21360', '21361', '21362', '21363', '21364', '21365', '21366', '21367', '21368', '21369', '21370', '21371', '21372', '21373', '21374', '21375', '21376', '21377', '21378', '21379', '21380', '21381', '21382', '21383', '21384', '21385', '21386', '21387', '21388', '21389', '21390', '21391', '21392', '21393', '21394', '21395', '21396', '21397', '21398', '21399', '21400', '21401', '21402', '21403', '21404', '21405', '21406', '21407', '21408', '21409', '21410', '21411', '21412', '21413', '21414', '21415', '21416', '21417', '21418', '21419', '21420', '21421', '21422', '21423', '21424', '21425', '21426', '21427', '21428', '21429', '21430', '21431', '21432', '21433', '21434', '21435', '21436', '21437', '21438', '21439', '21440', '21441', '21442', '21443', '21444', '21445', '21446', '21447', '21448', '21449', '21450', '21451', '21452', '21453', '21454', '21455', '21456', '21457', '21458', '21459', '21460', '21461', '21462', '21463', '21464', '21465', '21466', '21467', '21468', '21469', '21470', '21471', '21472', '21473', '21474', '21475', '21476', '21477', '21478', '21479', '21480', '21481', '21482', '21483', '21484', '21485', '21486', '21487', '21488', '21489', '21490', '21491', '21492', '21493', '21494', '21495', '21496', '21497', '21498', '21499', '21500', '21501', '21502', '21503', '21504', '21505', '21506', '21507', '21508', '21509', '21510', '21511', '21512', '21513', '21514', '21515', '21516', '21517', '21518', '21519', '21520', '21521', '21522', '21523', '21524', '21525', '21526', '21527', '21528', '21529', '21530', '21531', '21532', '21533', '21534', '21535', '21536', '21537', '21538', '21539', '21540', '21541', '21542', '21543', '21544', '21545', '21546', '21547', '21548', '21549', '21550', '21551', '21552', '21553', '21554', '21555', '21556', '21557', '21558', '21559', '21560', '21561', '21562', '21563', '21564', '21565', '21566', '21567', '21568', '21569', '21570', '21571', '21572', '21573', '21574', '21575', '21576', '21577', '21578', '21579', '21580', '21581', '21582', '21583', '21584', '21585', '21586', '21587', '21588', '21589', '21590', '21591', '21592', '21593', '21594', '21595', '21596', '21597', '21598', '21599', '21600', '21601', '21602', '21603', '21604', '21605', '21606', '21607', '21608', '21609', '21610', '21611', '21612', '21613', '21614', '21615', '21616', '21617', '21618', '21619', '21620', '21621', '21622', '21623', '21624', '21625', '21626', '21627', '21628', '21629', '21630', '21631', '21632', '21633', '21634', '21635', '21636', '21637', '21638', '21639', '21640', '21641', '21642', '21643', '21644', '21645', '21646', '21647', '21648', '21649', '21650', '21651', '21652', '21653', '21654', '21655', '21656', '21657', '21658', '21659', '21660', '21661', '21662', '21663', '21664', '21665', '21666', '21667', '21668', '21669', '21670', '21671', '21672', '21673', '21674', '21675', '21676', '21677', '21678', '21679', '21680', '21681', '21682', '21683', '21684', '21685', '21686', '21687', '21688', '21689', '21690', '21691', '21692', '21693', '21694', '21695', '21696', '21697', '21698', '21699', '21700', '21701', '21702', '21703', '21704', '21705', '21706', '21707', '21708', '21709', '21710', '21711', '21712', '21713', '21714', '21715', '21716', '21717', '21718', '21719', '21720', '21721', '21722', '21723', '21724', '21725', '21726', '21727', '21728', '21729', '21730', '21731', '21732', '21733', '21734', '21735', '21736', '21737', '21738', '21739', '21740', '21741', '21742', '21743', '21744', '21745', '21746', '21747', '21748', '21749', '21750', '21751', '21752', '21753', '21754', '21755', '21756', '21757', '21758', '21759', '21760', '21761', '21762', '21763', '21764', '21765', '21766', '21767', '21768', '21769', '21770', '21771', '21772', '21773', '21774', '21775', '21776', '21777', '21778', '21779', '21780', '21781', '21782', '21783', '21784', '21785', '21786', '21787', '21788', '21789', '21790', '21791', '21792', '21793', '21794', '21795', '21796', '21797', '21798', '21799', '21800', '21801', '21802', '21803', '21804', '21805', '21806', '21807', '21808', '21809', '21810', '21811', '21812', '21813', '21814', '21815', '21816', '21817', '21818', '21819', '21820', '21821', '21822', '21823', '21824', '21825', '21826', '21827', '21828', '21829', '21830', '21831', '21832', '21833', '21834', '21835', '21836', '21837', '21838', '21839', '21840', '21841', '21842', '21843', '21844', '21845', '21846', '21847', '21848', '21849', '21850', '21851', '21852', '21853', '21854', '21855', '21856', '21857', '21858', '21859', '21860', '21861', '21862', '21863', '21864', '21865', '21866', '21867', '21868', '21869', '21870', '21871', '21872', '21873', '21874', '21875', '21876', '21877', '21878', '21879', '21880', '21881', '21882', '21883', '21884', '21885', '21886', '21887', '21888', '21889', '21890', '21891', '21892', '21893', '21894', '21895', '21896', '21897', '21898', '21899', '21900', '21901', '21902', '21903', '21904', '21905', '21906', '21907', '21908', '21909', '21910', '21911', '21912', '21913', '21914', '21915', '21916', '21917', '21918', '21919', '21920', '21921', '21922', '21923', '21924', '21925', '21926', '21927', '21928', '21929', '21930', '21931', '21932', '21933', '21934', '21935', '21936', '21937', '21938', '21939', '21940', '21941', '21942', '21943', '21944', '21945', '21946', '21947', '21948', '21949', '21950', '21951', '21952', '21953', '21954', '21955', '21956', '21957', '21958', '21959', '21960', '21961', '21962', '21963', '21964', '21965', '21966', '21967', '21968', '21969', '21970', '21971', '21972', '21973', '21974', '21975', '21976', '21977', '21978', '21979', '21980', '21981', '21982', '21983', '21984', '21985', '21986', '21987', '21988', '21989', '21990', '21991', '21992', '21993', '21994', '21995', '21996', '21997', '21998', '21999', '22000', '22001', '22002', '22003', '22004', '22005', '22006', '22007', '22008', '22009', '22010', '22011', '22012', '22013', '22014', '22015', '22016', '22017', '22018', '22019', '22020', '22021', '22022', '22023', '22024', '22025', '22026', '22027', '22028', '22029', '22030', '22031', '22032', '22033', '22034', '22035', '22036', '22037', '22038', '22039', '22040', '22041', '22042', '22043', '22044', '22045', '22046', '22047', '22048', '22049', '22050', '22051', '22052', '22053', '22054', '22055', '22056', '22057', '22058', '22059', '22060', '22061', '22062', '22063', '22064', '22065', '22066', '22067', '22068', '22069', '22070', '22071', '22072', '22073', '22074', '22075', '22076', '22077', '22078', '22079', '22080', '22081', '22082', '22083', '22084', '22085', '22086', '22087', '22088', '22089', '22090', '22091', '22092', '22093', '22094', '22095', '22096', '22097', '22098', '22099', '22100', '22101', '22102', '22103', '22104', '22105', '22106', '22107', '22108', '22109', '22110', '22111', '22112', '22113', '22114', '22115', '22116', '22117', '22118', '22119', '22120', '22121', '22122', '22123', '22124', '22125', '22126', '22127', '22128', '22129', '22130', '22131', '22132', '22133', '22134', '22135', '22136', '22137', '22138', '22139', '22140', '22141', '22142', '22143', '22144', '22145', 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'24810', '24811', '24812', '24813', '24814', '24815', '24816', '24817', '24818', '24819', '24820', '24821', '24822', '24823', '24824', '24825', '24826', '24827', '24828', '24829', '24830', '24831', '24832', '24833', '24834', '24835', '24836', '24837', '24838', '24839', '24840', '24841', '24842', '24843', '24844', '24845', '24846', '24847', '24848', '24849', '24850', '24851', '24852', '24853', '24854', '24855', '24856', '24857', '24858', '24859', '24860', '24861', '24862', '24863', '24864', '24865', '24866', '24867', '24868', '24869', '24870', '24871', '24872', '24873', '24874', '24875', '24876', '24877', '24878', '24879', '24880', '24881', '24882', '24883', '24884', '24885', '24886', '24887', '24888', '24889', '24890', '24891', '24892', '24893', '24894', '24895', '24896', '24897', '24898', '24899', '24900', '24901', '24902', '24903', '24904', '24905', '24906', '24907', '24908', '24909', '24910', '24911', '24912', '24913', '24914', '24915', '24916', '24917', '24918', '24919', '24920', '24921', '24922', '24923', '24924', '24925', '24926', '24927', '24928', '24929', '24930', '24931', '24932', '24933', '24934', '24935', '24936', '24937', '24938', '24939', '24940', '24941', '24942', '24943', '24944', '24945', '24946', '24947', '24948', '24949', '24950', '24951', '24952', '24953', '24954', '24955', '24956', '24957', '24958', '24959', '24960', '24961', '24962', '24963', '24964', '24965', '24966', '24967', '24968', '24969', '24970', '24971', '24972', '24973', '24974', '24975', '24976', '24977', '24978', '24979', '24980', '24981', '24982', '24983', '24984', '24985', '24986', '24987', '24988', '24989', '24990', '24991', '24992', '24993', '24994', '24995', '24996', '24997', '24998', '24999', '25000', '25001', '25002', '25003', '25004', '25005', '25006', '25007', '25008', '25009', '25010', '25011', '25012', '25013', '25014', '25015', '25016', '25017', '25018', '25019', '25020', '25021', '25022', '25023', '25024', '25025', '25026', '25027', '25028', '25029', '25030', '25031', '25032', '25033', '25034', '25035', '25036', '25037', '25038', '25039', '25040', '25041', '25042', '25043', '25044', '25045', '25046', '25047', '25048', '25049', '25050', '25051', '25052', '25053', '25054', '25055', '25056', '25057', '25058', '25059', '25060', '25061', '25062', '25063', '25064', '25065', '25066', '25067', '25068', '25069', '25070', '25071', '25072', '25073', '25074', '25075', '25076', '25077', '25078', '25079', '25080', '25081', '25082', '25083', '25084', '25085', '25086', '25087', '25088', '25089', '25090', '25091', '25092', '25093', '25094', '25095', '25096', '25097', '25098', '25099', '25100', '25101', '25102', '25103', '25104', '25105', '25106', '25107', '25108', '25109', '25110', '25111', '25112', '25113', '25114', '25115', '25116', '25117', '25118', '25119', '25120', '25121', '25122', '25123', '25124', '25125', '25126', '25127', '25128', '25129', '25130', '25131', '25132', '25133', '25134', '25135', '25136', '25137', '25138', '25139', '25140', '25141', '25142', '25143', '25144', '25145', '25146', '25147', '25148', '25149', '25150', '25151', '25152', '25153', '25154', '25155', '25156', '25157', '25158', '25159', '25160', '25161', '25162', '25163', '25164', '25165', '25166', '25167', '25168', '25169', '25170', '25171', '25172', '25173', '25174', '25175', '25176', '25177', '25178', '25179', '25180', '25181', '25182', '25183', '25184', '25185', '25186', '25187', '25188', '25189', '25190', '25191', '25192', '25193', '25194', '25195', '25196', '25197', '25198', '25199', '25200', '25201', '25202', '25203', '25204', '25205', '25206', '25207', '25208', '25209', '25210', '25211', '25212', '25213', '25214', '25215', '25216', '25217', '25218', '25219', '25220', '25221', '25222', '25223', '25224', '25225', '25226', '25227', '25228', '25229', '25230', '25231', '25232', '25233', '25234', '25235', '25236', '25237', '25238', '25239', '25240', '25241', '25242', '25243', '25244', '25245', '25246', '25247', '25248', '25249', '25250', '25251', '25252', '25253', '25254', '25255', '25256', '25257', '25258', '25259', '25260', '25261', '25262', '25263', '25264', '25265', '25266', '25267', '25268', '25269', '25270', '25271', '25272', '25273', '25274', '25275', '25276', '25277', '25278', '25279', '25280', '25281', '25282', '25283', '25284', '25285', '25286', '25287', '25288', '25289', '25290', '25291', '25292', '25293', '25294', '25295', '25296', '25297', '25298', '25299', '25300', '25301', '25302', '25303', '25304', '25305', '25306', '25307', '25308', '25309', '25310', '25311', '25312', '25313', '25314', '25315', '25316', '25317', '25318', '25319', '25320', '25321', '25322', '25323', '25324', '25325', '25326', '25327', '25328', '25329', '25330', '25331', '25332', '25333', '25334', '25335', '25336', '25337', '25338', '25339', '25340', '25341', '25342', '25343', '25344', '25345', '25346', '25347', '25348', '25349', '25350', '25351', '25352', '25353', '25354', '25355', '25356', '25357', '25358', '25359', '25360', '25361', '25362', '25363', '25364', '25365', '25366', '25367', '25368', '25369', '25370', '25371', '25372', '25373', '25374', '25375', '25376', '25377', '25378', '25379', '25380', '25381', '25382', '25383', '25384', '25385', '25386', '25387', '25388', '25389', '25390', '25391', '25392', '25393', '25394', '25395', '25396', '25397', '25398', '25399', '25400', '25401', '25402', '25403', '25404', '25405', '25406', '25407', '25408', '25409', '25410', '25411', '25412', '25413', '25414', '25415', '25416', '25417', '25418', '25419', '25420', '25421', '25422', '25423', '25424', '25425', '25426', '25427', '25428', '25429', '25430', '25431', '25432', '25433', '25434', '25435', '25436', '25437', '25438', '25439', '25440', '25441', '25442', '25443', '25444', '25445', '25446', '25447', '25448', '25449', '25450', '25451', '25452', '25453', '25454', '25455', '25456', '25457', '25458', '25459', '25460', '25461', '25462', '25463', '25464', '25465', '25466', '25467', '25468', '25469', '25470', '25471', '25472', '25473', '25474', '25475', '25476', '25477', '25478', '25479', '25480', '25481', '25482', '25483', '25484', '25485', '25486', '25487', '25488', '25489', '25490', '25491', '25492', '25493', '25494', '25495', '25496', '25497', '25498', '25499', '25500', '25501', '25502', '25503', '25504', '25505', '25506', '25507', '25508', '25509', '25510', '25511', '25512', '25513', '25514', '25515', '25516', '25517', '25518', '25519', '25520', '25521', '25522', '25523', '25524', '25525', '25526', '25527', '25528', '25529', '25530', '25531', '25532', '25533', '25534', '25535', '25536', '25537', '25538', '25539', '25540', '25541', '25542', '25543', '25544', '25545', '25546', '25547', '25548', '25549', '25550', '25551', '25552', '25553', '25554', '25555', '25556', '25557', '25558', '25559', '25560', '25561', '25562', '25563', '25564', '25565', '25566', '25567', '25568', '25569', '25570', '25571', '25572', '25573', '25574', '25575', '25576', '25577', '25578', '25579', '25580', '25581', '25582', '25583', '25584', '25585', '25586', '25587', '25588', '25589', '25590', '25591', '25592', '25593', '25594', '25595', '25596', '25597', '25598', '25599', '25600', '25601', '25602', '25603', '25604', '25605', '25606', '25607', '25608', '25609', '25610', '25611', '25612', '25613', '25614', '25615', '25616', '25617', '25618', '25619', '25620', '25621', '25622', '25623', '25624', '25625', '25626', '25627', '25628', '25629', '25630', '25631', '25632', '25633', '25634', '25635', '25636', '25637', '25638', '25639', '25640', '25641', '25642', '25643', '25644', '25645', '25646', '25647', '25648', '25649', '25650', '25651', '25652', '25653', '25654', '25655', '25656', '25657', '25658', '25659', '25660', '25661', '25662', '25663', '25664', '25665', '25666', '25667', '25668', '25669', '25670', '25671', '25672', '25673', '25674', '25675', '25676', '25677', '25678', '25679', '25680', '25681', '25682', '25683', '25684', '25685', '25686', '25687', '25688', '25689', '25690', '25691', '25692', '25693', '25694', '25695', '25696', '25697', '25698', '25699', '25700', '25701', '25702', '25703', '25704', '25705', '25706', '25707', '25708', '25709', '25710', '25711', '25712', '25713', '25714', '25715', '25716', '25717', '25718', '25719', '25720', '25721', '25722', '25723', '25724', '25725', '25726', '25727', '25728', '25729', '25730', '25731', '25732', '25733', '25734', '25735', '25736', '25737', '25738', '25739', '25740', '25741', '25742', '25743', '25744', '25745', '25746', '25747', '25748', '25749', '25750', '25751', '25752', '25753', '25754', '25755', '25756', '25757', '25758', '25759', '25760', '25761', '25762', '25763', '25764', '25765', '25766', '25767', '25768', '25769', '25770', '25771', '25772', '25773', '25774', '25775', '25776', '25777', '25778', '25779', '25780', '25781', '25782', '25783', '25784', '25785', '25786', '25787', '25788', '25789', '25790', '25791', '25792', '25793', '25794', '25795', '25796', '25797', '25798', '25799', '25800', '25801', '25802', '25803', '25804', '25805', '25806', '25807', '25808', '25809', '25810', '25811', '25812', '25813', '25814', '25815', '25816', '25817', '25818', '25819', '25820', '25821', '25822', '25823', '25824', '25825', '25826', '25827', '25828', '25829', '25830', '25831', '25832', '25833', '25834', '25835', '25836', '25837', '25838', '25839', '25840', '25841', '25842', '25843', '25844', '25845', '25846', '25847', '25848', '25849', '25850', '25851', '25852', '25853', '25854', '25855', '25856', '25857', '25858', '25859', '25860', '25861', '25862', '25863', '25864', '25865', '25866', '25867', '25868', '25869', '25870', '25871', '25872', '25873', '25874', '25875', '25876', '25877', '25878', '25879', '25880', '25881', '25882', '25883', '25884', '25885', '25886', '25887', '25888', '25889', '25890', '25891', '25892', '25893', '25894', '25895', '25896', '25897', '25898', '25899', '25900', '25901', '25902', '25903', '25904', '25905', '25906', '25907', '25908', '25909', '25910', '25911', '25912', '25913', '25914', '25915', '25916', '25917', '25918', '25919', '25920', '25921', '25922', '25923', '25924', '25925', '25926', '25927', '25928', '25929', '25930', '25931', '25932', '25933', '25934', '25935', '25936', '25937', '25938', '25939', '25940', '25941', '25942', '25943', '25944', '25945', '25946', '25947', '25948', '25949', '25950', '25951', '25952', '25953', '25954', '25955', '25956', '25957', '25958', '25959', '25960', '25961', '25962', '25963', '25964', '25965', '25966', '25967', '25968', '25969', '25970', '25971', '25972', '25973', '25974', '25975', '25976', '25977', '25978', '25979', '25980', '25981', '25982', '25983', '25984', '25985', '25986', '25987', '25988', '25989', '25990', '25991', '25992', '25993', '25994', '25995', '25996', '25997', '25998', '25999', '26000', '26001', '26002', '26003', '26004', '26005', '26006', '26007', '26008', '26009', '26010', '26011', '26012', '26013', '26014', '26015', '26016', '26017', '26018', '26019', '26020', '26021', '26022', '26023', '26024', '26025', '26026', '26027', '26028', '26029', '26030', '26031', '26032', '26033', '26034', '26035', '26036', '26037', '26038', '26039', '26040', '26041', '26042', '26043', '26044', '26045', '26046', '26047', '26048', '26049', '26050', '26051', '26052', '26053', '26054', '26055', '26056', '26057', '26058', '26059', '26060', '26061', '26062', '26063', '26064', '26065', '26066', '26067', '26068', '26069', '26070', '26071', '26072', '26073', '26074', '26075', '26076', '26077', '26078', '26079', '26080', '26081', '26082', '26083', '26084', '26085', '26086', '26087', '26088', '26089', '26090', '26091', '26092', '26093', '26094', '26095', '26096', '26097', '26098', '26099', '26100', '26101', '26102', '26103', '26104', '26105', '26106', '26107', '26108', '26109', '26110', '26111', '26112', '26113', '26114', '26115', '26116', '26117', '26118', '26119', '26120', '26121', '26122', '26123', '26124', '26125', '26126', '26127', '26128', '26129', '26130', '26131', '26132', '26133', '26134', '26135', '26136', '26137', '26138', '26139', '26140', '26141', '26142', '26143', '26144', '26145', '26146', '26147', '26148', '26149', '26150', '26151', '26152', '26153', '26154', '26155', '26156', '26157', '26158', '26159', '26160', '26161', '26162', '26163', '26164', '26165', '26166', '26167', '26168', '26169', '26170', '26171', '26172', '26173', '26174', '26175', '26176', '26177', '26178', '26179', '26180', '26181', '26182', '26183', '26184', '26185', '26186', '26187', '26188', '26189', '26190', '26191', '26192', '26193', '26194', '26195', '26196', '26197', '26198', '26199', '26200', '26201', '26202', '26203', '26204', '26205', '26206', '26207', '26208', '26209', '26210', '26211', '26212', '26213', '26214', '26215', '26216', '26217', '26218', '26219', '26220', '26221', '26222', '26223', '26224', '26225', '26226', '26227', '26228', '26229', '26230', '26231', '26232', '26233', '26234', '26235', '26236', '26237', '26238', '26239', '26240', '26241', '26242', '26243', '26244', '26245', '26246', '26247', '26248', '26249', '26250', '26251', '26252', '26253', '26254', '26255', '26256', '26257', '26258', '26259', '26260', '26261', '26262', '26263', '26264', '26265', '26266', '26267', '26268', '26269', '26270', '26271', '26272', '26273', '26274', '26275', '26276', '26277', '26278', '26279', '26280', '26281', '26282', '26283', '26284', '26285', '26286', '26287', '26288', '26289', '26290', '26291', '26292', '26293', '26294', '26295', '26296', '26297', '26298', '26299', '26300', '26301', '26302', '26303', '26304', '26305', '26306', '26307', '26308', '26309', '26310', '26311', '26312', '26313', '26314', '26315', '26316', '26317', '26318', '26319', '26320', '26321', '26322', '26323', '26324', '26325', '26326', '26327', '26328', '26329', '26330', '26331', '26332', '26333', '26334', '26335', '26336', '26337', '26338', '26339', '26340', '26341', '26342', '26343', '26344', '26345', '26346', '26347', '26348', '26349', '26350', '26351', '26352', '26353', '26354', '26355', '26356', '26357', '26358', '26359', '26360', '26361', '26362', '26363', '26364', '26365', '26366', '26367', '26368', '26369', '26370', '26371', '26372', '26373', '26374', '26375', '26376', '26377', '26378', '26379', '26380', '26381', '26382', '26383', '26384', '26385', '26386', '26387', '26388', '26389', '26390', '26391', '26392', '26393', '26394', '26395', '26396', '26397', '26398', '26399', '26400', '26401', '26402', '26403', '26404', '26405', '26406', '26407', '26408', '26409', '26410', '26411', '26412', '26413', '26414', '26415', '26416', '26417', '26418', '26419', '26420', '26421', '26422', '26423', '26424', '26425', '26426', '26427', '26428', '26429', '26430', '26431', '26432', '26433', '26434', '26435', '26436', '26437', '26438', '26439', '26440', '26441', '26442', '26443', '26444', '26445', '26446', '26447', '26448', '26449', '26450', '26451', '26452', '26453', '26454', '26455', '26456', '26457', '26458', '26459', '26460', '26461', '26462', '26463', '26464', '26465', '26466', '26467', '26468', '26469', '26470', '26471', '26472', '26473', '26474', '26475', '26476', '26477', '26478', '26479', '26480', '26481', '26482', '26483', '26484', '26485', '26486', '26487', '26488', '26489', '26490', '26491', '26492', '26493', '26494', '26495', '26496', '26497', '26498', '26499', '26500', '26501', '26502', '26503', '26504', '26505', '26506', '26507', '26508', '26509', '26510', '26511', '26512', '26513', '26514', '26515', '26516', '26517', '26518', '26519', '26520', '26521', '26522', '26523', '26524', '26525', '26526', '26527', '26528', '26529', '26530', '26531', '26532', '26533', '26534', '26535', '26536', '26537', '26538', '26539', '26540', '26541', '26542', '26543', '26544', '26545', '26546', '26547', '26548', '26549', '26550', '26551', '26552', '26553', '26554', '26555', '26556', '26557', '26558', '26559', '26560', '26561', '26562', '26563', '26564', '26565', '26566', '26567', '26568', '26569', '26570', '26571', '26572', '26573', '26574', '26575', '26576', '26577', '26578', '26579', '26580', '26581', '26582', '26583', '26584', '26585', '26586', '26587', '26588', '26589', '26590', '26591', '26592', '26593', '26594', '26595', '26596', '26597', '26598', '26599', '26600', '26601', '26602', '26603', '26604', '26605', '26606', '26607', '26608', '26609', '26610', '26611', '26612', '26613', '26614', '26615', '26616', '26617', '26618', '26619', '26620', '26621', '26622', '26623', '26624', '26625', '26626', '26627', '26628', '26629', '26630', '26631', '26632', '26633', '26634', '26635', '26636', '26637', '26638', '26639', '26640', '26641', '26642', '26643', '26644', '26645', '26646', '26647', '26648', '26649', '26650', '26651', '26652', '26653', '26654', '26655', '26656', '26657', '26658', '26659', '26660', '26661', '26662', '26663', '26664', '26665', '26666', '26667', '26668', '26669', '26670', '26671', '26672', '26673', '26674', '26675', '26676', '26677', '26678', '26679', '26680', '26681', '26682', '26683', '26684', '26685', '26686', '26687', '26688', '26689', '26690', '26691', '26692', '26693', '26694', '26695', '26696', '26697', '26698', '26699', '26700', '26701', '26702', '26703', '26704', '26705', '26706', '26707', '26708', '26709', '26710', '26711', '26712', '26713', '26714', '26715', '26716', '26717', '26718', '26719', '26720', '26721', '26722', '26723', '26724', '26725', '26726', '26727', '26728', '26729', '26730', '26731', '26732', '26733', '26734', '26735', '26736', '26737', '26738', '26739', '26740', '26741', '26742', '26743', '26744', '26745', '26746', '26747', '26748', '26749', '26750', '26751', '26752', '26753', '26754', '26755', '26756', '26757', '26758', '26759', '26760', '26761', '26762', '26763', '26764', '26765', '26766', '26767', '26768', '26769', '26770', '26771', '26772', '26773', '26774', '26775', '26776', '26777', '26778', '26779', '26780', '26781', '26782', '26783', '26784', '26785', '26786', '26787', '26788', '26789', '26790', '26791', '26792', '26793', '26794', '26795', '26796', '26797', '26798', '26799', '26800', '26801', '26802', '26803', '26804', '26805', '26806', '26807', '26808', '26809', '26810', '26811', '26812', '26813', '26814', '26815', '26816', '26817', '26818', '26819', '26820', '26821', '26822', '26823', '26824', '26825', '26826', '26827', '26828', '26829', '26830', '26831', '26832', '26833', '26834', '26835', '26836', '26837', '26838', '26839', '26840', '26841', '26842', '26843', '26844', '26845', '26846', '26847', '26848', '26849', '26850', '26851', '26852', '26853', '26854', '26855', '26856', '26857', '26858', '26859', '26860', '26861', '26862', '26863', '26864', '26865', '26866', '26867', '26868', '26869', '26870', '26871', '26872', '26873', '26874', '26875', '26876', '26877', '26878', '26879', '26880', '26881', '26882', '26883', '26884', '26885', '26886', '26887', '26888', '26889', '26890', '26891', '26892', '26893', '26894', '26895', '26896', '26897', '26898', '26899', '26900', '26901', '26902', '26903', '26904', '26905', '26906', '26907', '26908', '26909', '26910', '26911', '26912', '26913', '26914', '26915', '26916', '26917', '26918', '26919', '26920', '26921', '26922', '26923', '26924', '26925', '26926', '26927', '26928', '26929', '26930', '26931', '26932', '26933', '26934', '26935', '26936', '26937', '26938', '26939', '26940', '26941', '26942', '26943', '26944', '26945', '26946', '26947', '26948', '26949', '26950', '26951', '26952', '26953', '26954', '26955', '26956', '26957', '26958', '26959', '26960', '26961', '26962', '26963', '26964', '26965', '26966', '26967', '26968', '26969', '26970', '26971', '26972', '26973', '26974', '26975', '26976', '26977', '26978', '26979', '26980', '26981', '26982', '26983', '26984', '26985', '26986', '26987', '26988', '26989', '26990', '26991', '26992', '26993', '26994', '26995', '26996', '26997', '26998', '26999', '27000', '27001', '27002', '27003', '27004', '27005', '27006', '27007', '27008', '27009', '27010', '27011', '27012', '27013', '27014', '27015', '27016', '27017', '27018', '27019', '27020', '27021', '27022', '27023', '27024', '27025', '27026', '27027', '27028', '27029', '27030', '27031', '27032', '27033', '27034', '27035', '27036', '27037', '27038', '27039', '27040', '27041', '27042', '27043', '27044', '27045', '27046', '27047', '27048', '27049', '27050', '27051', '27052', '27053', '27054', '27055', '27056', '27057', '27058', '27059', '27060', '27061', '27062', '27063', '27064', '27065', '27066', '27067', '27068', '27069', '27070', '27071', '27072', '27073', '27074', '27075', '27076', '27077', '27078', '27079', '27080', '27081', '27082', '27083', '27084', '27085', '27086', '27087', '27088', '27089', '27090', '27091', '27092', '27093', '27094', '27095', '27096', '27097', '27098', '27099', '27100', '27101', '27102', '27103', '27104', '27105', '27106', '27107', '27108', '27109', '27110', '27111', '27112', '27113', '27114', '27115', '27116', '27117', '27118', '27119', '27120', '27121', '27122', '27123', '27124', '27125', '27126', '27127', '27128', '27129', '27130', '27131', '27132', '27133', '27134', '27135', '27136', '27137', '27138', '27139', '27140', '27141', '27142', '27143', '27144', '27145', '27146', '27147', '27148', '27149', '27150', '27151', '27152', '27153', '27154', '27155', '27156', '27157', '27158', '27159', '27160', '27161', '27162', '27163', '27164', '27165', '27166', '27167', '27168', '27169', '27170', '27171', '27172', '27173', '27174', '27175', '27176', '27177', '27178', '27179', '27180', '27181', '27182', '27183', '27184', '27185', '27186', '27187', '27188', '27189', '27190', '27191', '27192', '27193', '27194', '27195', '27196', '27197', '27198', '27199', '27200', '27201', '27202', '27203', '27204', '27205', '27206', '27207', '27208', '27209', '27210', '27211', '27212', '27213', '27214', '27215', '27216', '27217', '27218', '27219', '27220', '27221', '27222', '27223', '27224', '27225', '27226', '27227', '27228', '27229', '27230', '27231', '27232', '27233', '27234', '27235', '27236', '27237', '27238', '27239', '27240', '27241', '27242', '27243', '27244', '27245', '27246', '27247', '27248', '27249', '27250', '27251', '27252', '27253', '27254', '27255', '27256', '27257', '27258', '27259', '27260', '27261', '27262', '27263', '27264', '27265', '27266', '27267', '27268', '27269', '27270', '27271', '27272', '27273', '27274', '27275', '27276', '27277', '27278', '27279', '27280', '27281', '27282', '27283', '27284', '27285', '27286', '27287', '27288', '27289', '27290', '27291', '27292', '27293', '27294', '27295', '27296', '27297', '27298', '27299', '27300', '27301', '27302', '27303', '27304', '27305', '27306', '27307', '27308', '27309', '27310', '27311', '27312', '27313', '27314', '27315', '27316', '27317', '27318', '27319', '27320', '27321', '27322', '27323', '27324', '27325', '27326', '27327', '27328', '27329', '27330', '27331', '27332', '27333', '27334', '27335', '27336', '27337', '27338', '27339', '27340', '27341', '27342', '27343', '27344', '27345', '27346', '27347', '27348', '27349', '27350', '27351', '27352', '27353', '27354', '27355', '27356', '27357', '27358', '27359', '27360', '27361', '27362', '27363', '27364', '27365', '27366', '27367', '27368', '27369', '27370', '27371', '27372', '27373', '27374', '27375', '27376', '27377', '27378', '27379', '27380', '27381', '27382', '27383', '27384', '27385', '27386', '27387', '27388', '27389', '27390', '27391', '27392', '27393', '27394', '27395', '27396', '27397', '27398', '27399', '27400', '27401', '27402', '27403', '27404', '27405', '27406', '27407', '27408', '27409', '27410', '27411', '27412', '27413', '27414', '27415', '27416', '27417', '27418', '27419', '27420', '27421', '27422', '27423', '27424', '27425', '27426', '27427', '27428', '27429', '27430', '27431', '27432', '27433', '27434', '27435', '27436', '27437', '27438', '27439', '27440', '27441', '27442', '27443', '27444', '27445', '27446', '27447', '27448', '27449', '27450', '27451', '27452', '27453', '27454', '27455', '27456', '27457', '27458', '27459', '27460', '27461', '27462', '27463', '27464', '27465', '27466', '27467', '27468', '27469', '27470', '27471', '27472', '27473', '27474', '27475', '27476', '27477', '27478', '27479', '27480', '27481', '27482', '27483', '27484', '27485', '27486', '27487', '27488', '27489', '27490', '27491', '27492', '27493', '27494', '27495', '27496', '27497', '27498', '27499', '27500', '27501', '27502', '27503', '27504', '27505', '27506', '27507', '27508', '27509', '27510', '27511', '27512', '27513', '27514', '27515', '27516', '27517', '27518', '27519', '27520', '27521', '27522', '27523', '27524', '27525', '27526', '27527', '27528', '27529', '27530', '27531', '27532', '27533', '27534', '27535', '27536', '27537', '27538', '27539', '27540', '27541', '27542', '27543', '27544', '27545', '27546', '27547', '27548', '27549', '27550', '27551', '27552', '27553', '27554', '27555', '27556', '27557', '27558', '27559', '27560', '27561', '27562', '27563', '27564', '27565', '27566', '27567', '27568', '27569', '27570', '27571', '27572', '27573', '27574', '27575', '27576', '27577', '27578', '27579', '27580', '27581', '27582', '27583', '27584', '27585', '27586', '27587', '27588', '27589', '27590', '27591', '27592', '27593', '27594', '27595', '27596', '27597', '27598', '27599', '27600', '27601', '27602', '27603', '27604', '27605', '27606', '27607', '27608', '27609', '27610', '27611', '27612', '27613', '27614', '27615', '27616', '27617', '27618', '27619', '27620', '27621', '27622', '27623', '27624', '27625', '27626', '27627', '27628', '27629', '27630', '27631', '27632', '27633', '27634', '27635', '27636', '27637', '27638', '27639', '27640', '27641', '27642', '27643', '27644', '27645', '27646', '27647', '27648', '27649', '27650', '27651', '27652', '27653', '27654', '27655', '27656', '27657', '27658', '27659', '27660', '27661', '27662', '27663', '27664', '27665', '27666', '27667', '27668', '27669', '27670', '27671', '27672', '27673', '27674', '27675', '27676', '27677', '27678', '27679', '27680', '27681', '27682', '27683', '27684', '27685', '27686', '27687', '27688', '27689', '27690', '27691', '27692', '27693', '27694', '27695', '27696', '27697', '27698', '27699', '27700', '27701', '27702', '27703', '27704', '27705', '27706', '27707', '27708', '27709', '27710', '27711', '27712', '27713', '27714', '27715', '27716', '27717', '27718', '27719', '27720', '27721', '27722', '27723', '27724', '27725', '27726', '27727', '27728', '27729', '27730', '27731', '27732', '27733', '27734', '27735', '27736', '27737', '27738', '27739', '27740', '27741', '27742', '27743', '27744', '27745', '27746', '27747', '27748', '27749', '27750', '27751', '27752', '27753', '27754', '27755', '27756', '27757', '27758', '27759', '27760', '27761', '27762', '27763', '27764', '27765', '27766', '27767', '27768', '27769', '27770', '27771', '27772', '27773', '27774', '27775', '27776', '27777', '27778', '27779', '27780', '27781', '27782', '27783', '27784', '27785', '27786', '27787', '27788', '27789', '27790', '27791', '27792', '27793', '27794', '27795', '27796', '27797', '27798', '27799', '27800', '27801', '27802', '27803', '27804', '27805', '27806', '27807', '27808', '27809', '27810', '27811', '27812', '27813', '27814', '27815', '27816', '27817', '27818', '27819', '27820', '27821', '27822', '27823', '27824', '27825', '27826', '27827', '27828', '27829', '27830', '27831', '27832', '27833', '27834', '27835', '27836', '27837', '27838', '27839', '27840', '27841', '27842', '27843', '27844', '27845', '27846', '27847', '27848', '27849', '27850', '27851', '27852', '27853', '27854', '27855', '27856', '27857', '27858', '27859', '27860', '27861', '27862', '27863', '27864', '27865', '27866', '27867', '27868', '27869', '27870', '27871', '27872', '27873', '27874', '27875', '27876', '27877', '27878', '27879', '27880', '27881', '27882', '27883', '27884', '27885', '27886', '27887', '27888', '27889', '27890', '27891', '27892', '27893', '27894', '27895', '27896', '27897', '27898', '27899', '27900', '27901', '27902', '27903', '27904', '27905', '27906', '27907', '27908', '27909', '27910', '27911', '27912', '27913', '27914', '27915', '27916', '27917', '27918', '27919', '27920', '27921', '27922', '27923', '27924', '27925', '27926', '27927', '27928', '27929', '27930', '27931', '27932', '27933', '27934', '27935', '27936', '27937', '27938', '27939', '27940', '27941', '27942', '27943', '27944', '27945', '27946', '27947', '27948', '27949', '27950', '27951', '27952', '27953', '27954', '27955', '27956', '27957', '27958', '27959', '27960', '27961', '27962', '27963', '27964', '27965', '27966', '27967', '27968', '27969', '27970', '27971', '27972', '27973', '27974', '27975', '27976', '27977', '27978', '27979', '27980', '27981', '27982', '27983', '27984', '27985', '27986', '27987', '27988', '27989', '27990', '27991', '27992', '27993', '27994', '27995', '27996', '27997', '27998', '27999', '28000', '28001', '28002', '28003', '28004', '28005', '28006', '28007', '28008', '28009', '28010', '28011', '28012', '28013', '28014', '28015', '28016', '28017', '28018', '28019', '28020', '28021', '28022', '28023', '28024', '28025', '28026', '28027', '28028', '28029', '28030', '28031', '28032', '28033', '28034', '28035', '28036', '28037', '28038', '28039', '28040', '28041', '28042', '28043', '28044', '28045', '28046', '28047', '28048', '28049', '28050', '28051', '28052', '28053', '28054', '28055', '28056', '28057', '28058', '28059', '28060', '28061', '28062', '28063', '28064', '28065', '28066', '28067', '28068', '28069', '28070', '28071', '28072', '28073', '28074', '28075', '28076', '28077', '28078', '28079', '28080', '28081', '28082', '28083', '28084', '28085', '28086', '28087', '28088', '28089', '28090', '28091', '28092', '28093', '28094', '28095', '28096', '28097', '28098', '28099', '28100', '28101', '28102', '28103', '28104', '28105', '28106', '28107', '28108', '28109', '28110', '28111', '28112', '28113', '28114', '28115', '28116', '28117', '28118', '28119', '28120', '28121', '28122', '28123', '28124', '28125', '28126', '28127', '28128', '28129', '28130', '28131', '28132', '28133', '28134', '28135', '28136', '28137', '28138', '28139', '28140', '28141', '28142', '28143', '28144', '28145', '28146', '28147', '28148', '28149', '28150', '28151', '28152', '28153', '28154', '28155', '28156', '28157', '28158', '28159', '28160', '28161', '28162', '28163', '28164', '28165', '28166', '28167', '28168', '28169', '28170', '28171', '28172', '28173', '28174', '28175', '28176', '28177', '28178', '28179', '28180', '28181', '28182', '28183', '28184', '28185', '28186', '28187', '28188', '28189', '28190', '28191', '28192', '28193', '28194', '28195', '28196', '28197', '28198', '28199', '28200', '28201', '28202', '28203', '28204', '28205', '28206', '28207', '28208', '28209', '28210', '28211', '28212', '28213', '28214', '28215', '28216', '28217', '28218', '28219', '28220', '28221', '28222', '28223', '28224', '28225', '28226', '28227', '28228', '28229', '28230', '28231', '28232', '28233', '28234', '28235', '28236', '28237', '28238', '28239', '28240', '28241', '28242', '28243', '28244', '28245', '28246', '28247', '28248', '28249', '28250', '28251', '28252', '28253', '28254', '28255', '28256', '28257', '28258', '28259', '28260', '28261', '28262', '28263', '28264', '28265', '28266', '28267', '28268', '28269', '28270', '28271', '28272', '28273', '28274', '28275', '28276', '28277', '28278', '28279', '28280', '28281', '28282', '28283', '28284', '28285', '28286', '28287', '28288', '28289', '28290', '28291', '28292', '28293', '28294', '28295', '28296', '28297', '28298', '28299', '28300', '28301', '28302', '28303', '28304', '28305', '28306', '28307', '28308', '28309', '28310', '28311', '28312', '28313', '28314', '28315', '28316', '28317', '28318', '28319', '28320', '28321', '28322', '28323', '28324', '28325', '28326', '28327', '28328', '28329', '28330', '28331', '28332', '28333', '28334', '28335', '28336', '28337', '28338', '28339', '28340', '28341', '28342', '28343', '28344', '28345', '28346', '28347', '28348', '28349', '28350', '28351', '28352', '28353', '28354', '28355', '28356', '28357', '28358', '28359', '28360', '28361', '28362', '28363', '28364', '28365', '28366', '28367', '28368', '28369', '28370', '28371', '28372', '28373', '28374', '28375', '28376', '28377', '28378', '28379', '28380', '28381', '28382', '28383', '28384', '28385', '28386', '28387', '28388', '28389', '28390', '28391', '28392', '28393', '28394', '28395', '28396', '28397', '28398', '28399', '28400', '28401', '28402', '28403', '28404', '28405', '28406', '28407', '28408', '28409', '28410', '28411', '28412', '28413', '28414', '28415', '28416', '28417', '28418', '28419', '28420', '28421', '28422', '28423', '28424', '28425', '28426', '28427', '28428', '28429', '28430', '28431', '28432', '28433', '28434', '28435', '28436', '28437', '28438', '28439', '28440', '28441', '28442', '28443', '28444', '28445', '28446', '28447', '28448', '28449', '28450', '28451', '28452', '28453', '28454', '28455', '28456', '28457', '28458', '28459', '28460', '28461', '28462', '28463', '28464', '28465', '28466', '28467', '28468', '28469', '28470', '28471', '28472', '28473', '28474', '28475', '28476', '28477', '28478', '28479', '28480', '28481', '28482', '28483', '28484', '28485', '28486', '28487', '28488', '28489', '28490', '28491', '28492', '28493', '28494', '28495', '28496', '28497', '28498', '28499', '28500', '28501', '28502', '28503', '28504', '28505', '28506', '28507', '28508', '28509', '28510', '28511', '28512', '28513', '28514', '28515', '28516', '28517', '28518', '28519', '28520', '28521', '28522', '28523', '28524', '28525', '28526', '28527', '28528', '28529', '28530', '28531', '28532', '28533', '28534', '28535', '28536', '28537', '28538', '28539', '28540', '28541', '28542', '28543', '28544', '28545', '28546', '28547', '28548', '28549', '28550', '28551', '28552', '28553', '28554', '28555', '28556', '28557', '28558', '28559', '28560', '28561', '28562', '28563', '28564', '28565', '28566', '28567', '28568', '28569', '28570', '28571', '28572', '28573', '28574', '28575', '28576', '28577', '28578', '28579', '28580', '28581', '28582', '28583', '28584', '28585', '28586', '28587', '28588', '28589', '28590', '28591', '28592', '28593', '28594', '28595', '28596', '28597', '28598', '28599', '28600', '28601', '28602', '28603', '28604', '28605', '28606', '28607', '28608', '28609', '28610', '28611', '28612', '28613', '28614', '28615', '28616', '28617', '28618', '28619', '28620', '28621', '28622', '28623', '28624', '28625', '28626', '28627', '28628', '28629', '28630', '28631', '28632', '28633', '28634', '28635', '28636', '28637', '28638', '28639', '28640', '28641', '28642', '28643', '28644', '28645', '28646', '28647', '28648', '28649', '28650', '28651', '28652', '28653', '28654', '28655', '28656', '28657', '28658', '28659', '28660', '28661', '28662', '28663', '28664', '28665', '28666', '28667', '28668', '28669', '28670', '28671', '28672', '28673', '28674', '28675', '28676', '28677', '28678', '28679', '28680', '28681', '28682', '28683', '28684', '28685', '28686', '28687', '28688', '28689', '28690', '28691', '28692', '28693', '28694', '28695', '28696', '28697', '28698', '28699', '28700', '28701', '28702', '28703', '28704', '28705', '28706', '28707', '28708', '28709', '28710', '28711', '28712', '28713', '28714', '28715', '28716', '28717', '28718', '28719', '28720', '28721', '28722', '28723', '28724', '28725', '28726', '28727', '28728', '28729', '28730', '28731', '28732', '28733', '28734', '28735', '28736', '28737', '28738', '28739', '28740', '28741', '28742', '28743', '28744', '28745', '28746', '28747', '28748', '28749', '28750', '28751', '28752', '28753', '28754', '28755', '28756', '28757', '28758', '28759', '28760', '28761', '28762', '28763', '28764', '28765', '28766', '28767', '28768', '28769', '28770', '28771', '28772', '28773', '28774', '28775', '28776', '28777', '28778', '28779', '28780', '28781', '28782', '28783', '28784', '28785', '28786', '28787', '28788', '28789', '28790', '28791', '28792', '28793', '28794', '28795', '28796', '28797', '28798', '28799', '28800', '28801', '28802', '28803', '28804', '28805', '28806', '28807', '28808', '28809', '28810', '28811', '28812', '28813', '28814', '28815', '28816', '28817', '28818', '28819', '28820', '28821', '28822', '28823', '28824', '28825', '28826', '28827', '28828', '28829', '28830', '28831', '28832', '28833', '28834', '28835', '28836', '28837', '28838', '28839', '28840', '28841', '28842', '28843', '28844', '28845', '28846', '28847', '28848', '28849', '28850', '28851', '28852', '28853', '28854', '28855', '28856', '28857', '28858', '28859', '28860', '28861', '28862', '28863', '28864', '28865', '28866', '28867', '28868', '28869', '28870', '28871', '28872', '28873', '28874', '28875', '28876', '28877', '28878', '28879', '28880', '28881', '28882', '28883', '28884', '28885', '28886', '28887', '28888', '28889', '28890', '28891', '28892', '28893', '28894', '28895', '28896', '28897', '28898', '28899', '28900', '28901', '28902', '28903', '28904', '28905', '28906', '28907', '28908', '28909', '28910', '28911', '28912', '28913', '28914', '28915', '28916', '28917', '28918', '28919', '28920', '28921', '28922', '28923', '28924', '28925', '28926', '28927', '28928', '28929', '28930', '28931', '28932', '28933', '28934', '28935', '28936', '28937', '28938', '28939', '28940', '28941', '28942', '28943', '28944', '28945', '28946', '28947', '28948', '28949', '28950', '28951', '28952', '28953', '28954', '28955', '28956', '28957', '28958', '28959', '28960', '28961', '28962', '28963', '28964', '28965', '28966', '28967', '28968', '28969', '28970', '28971', '28972', '28973', '28974', '28975', '28976', '28977', '28978', '28979', '28980', '28981', '28982', '28983', '28984', '28985', '28986', '28987', '28988', '28989', '28990', '28991', '28992', '28993', '28994', '28995', '28996', '28997', '28998', '28999', '29000', '29001', '29002', '29003', '29004', '29005', '29006', '29007', '29008', '29009', '29010', '29011', '29012', '29013', '29014', '29015', '29016', '29017', '29018', '29019', '29020', '29021', '29022', '29023', '29024', '29025', '29026', '29027', '29028', '29029', '29030', '29031', '29032', '29033', '29034', '29035', '29036', '29037', '29038', '29039', '29040', '29041', '29042', '29043', '29044', '29045', '29046', '29047', '29048', '29049', '29050', '29051', '29052', '29053', '29054', '29055', '29056', '29057', '29058', '29059', '29060', '29061', '29062', '29063', '29064', '29065', '29066', '29067', '29068', '29069', '29070', '29071', '29072', '29073', '29074', '29075', '29076', '29077', '29078', '29079', '29080', '29081', '29082', '29083', '29084', '29085', '29086', '29087', '29088', '29089', '29090', '29091', '29092', '29093', '29094', '29095', '29096', '29097', '29098', '29099', '29100', '29101', '29102', '29103', '29104', '29105', '29106', '29107', '29108', '29109', '29110', '29111', '29112', '29113', '29114', '29115', '29116', '29117', '29118', '29119', '29120', '29121', '29122', '29123', '29124', '29125', '29126', '29127', '29128', '29129', '29130', '29131', '29132', '29133', '29134', '29135', '29136', '29137', '29138', '29139', '29140', '29141', '29142', '29143', '29144', '29145', '29146', '29147', '29148', '29149', '29150', '29151', '29152', '29153', '29154', '29155', '29156', '29157', '29158', '29159', '29160', '29161', '29162', '29163', '29164', '29165', '29166', '29167', '29168', '29169', '29170', '29171', '29172', '29173', '29174', '29175', '29176', '29177', '29178', '29179', '29180', '29181', '29182', '29183', '29184', '29185', '29186', '29187', '29188', '29189', '29190', '29191', '29192', '29193', '29194', '29195', '29196', '29197', '29198', '29199', '29200', '29201', '29202', '29203', '29204', '29205', '29206', '29207', '29208', '29209', '29210', '29211', '29212', '29213', '29214', '29215', '29216', '29217', '29218', '29219', '29220', '29221', '29222', '29223', '29224', '29225', '29226', '29227', '29228', '29229', '29230', '29231', '29232', '29233', '29234', '29235', '29236', '29237', '29238', '29239', '29240', '29241', '29242', '29243', '29244', '29245', '29246', '29247', '29248', '29249', '29250', '29251', '29252', '29253', '29254', '29255', '29256', '29257', '29258', '29259', '29260', '29261', '29262', '29263', '29264', '29265', '29266', '29267', '29268', '29269', '29270', '29271', '29272', '29273', '29274', '29275', '29276', '29277', '29278', '29279', '29280', '29281', '29282', '29283', '29284', '29285', '29286', '29287', '29288', '29289', '29290', '29291', '29292', '29293', '29294', '29295', '29296', '29297', '29298', '29299', '29300', '29301', '29302', '29303', '29304', '29305', '29306', '29307', '29308', '29309', '29310', '29311', '29312', '29313', '29314', '29315', '29316', '29317', '29318', '29319', '29320', '29321', '29322', '29323', '29324', '29325', '29326', '29327', '29328', '29329', '29330', '29331', '29332', '29333', '29334', '29335', '29336', '29337', '29338', '29339', '29340', '29341', '29342', '29343', '29344', '29345', '29346', '29347', '29348', '29349', '29350', '29351', '29352', '29353', '29354', '29355', '29356', '29357', '29358', '29359', '29360', '29361', '29362', '29363', '29364', '29365', '29366', '29367', '29368', '29369', '29370', '29371', '29372', '29373', '29374', '29375', '29376', '29377', '29378', '29379', '29380', '29381', '29382', '29383', '29384', '29385', '29386', '29387', '29388', '29389', '29390', '29391', '29392', '29393', '29394', '29395', '29396', '29397', '29398', '29399', '29400', '29401', '29402', '29403', '29404', '29405', '29406', '29407', '29408', '29409', '29410', '29411', '29412', '29413', '29414', '29415', '29416', '29417', '29418', '29419', '29420', '29421', '29422', '29423', '29424', '29425', '29426', '29427', '29428', '29429', '29430', '29431', '29432', '29433', '29434', '29435', '29436', '29437', '29438', '29439', '29440', '29441', '29442', '29443', '29444', '29445', '29446', '29447', '29448', '29449', '29450', '29451', '29452', '29453', '29454', '29455', '29456', '29457', '29458', '29459', '29460', '29461', '29462', '29463', '29464', '29465', '29466', '29467', '29468', '29469', '29470', '29471', '29472', '29473', '29474', '29475', '29476', '29477', '29478', '29479', '29480', '29481', '29482', '29483', '29484', '29485', '29486', '29487', '29488', '29489', '29490', '29491', '29492', '29493', '29494', '29495', '29496', '29497', '29498', '29499', '29500', '29501', '29502', '29503', '29504', '29505', '29506', '29507', '29508', '29509', '29510', '29511', '29512', '29513', '29514', '29515', '29516', '29517', '29518', '29519', '29520', '29521', '29522', '29523', '29524', '29525', '29526', '29527', '29528', '29529', '29530', '29531', '29532', '29533', '29534', '29535', '29536', '29537', '29538', '29539', '29540', '29541', '29542', '29543', '29544', '29545', '29546', '29547', '29548', '29549', '29550', '29551', '29552', '29553', '29554', '29555', '29556', '29557', '29558', '29559', '29560', '29561', '29562', '29563', '29564', '29565', '29566', '29567', '29568', '29569', '29570', '29571', '29572', '29573', '29574', '29575', '29576', '29577', '29578', '29579', '29580', '29581', '29582', '29583', '29584', '29585', '29586', '29587', '29588', '29589', '29590', '29591', '29592', '29593', '29594', '29595', '29596', '29597', '29598', '29599', '29600', '29601', '29602', '29603', '29604', '29605', '29606', '29607', '29608', '29609', '29610', '29611', '29612', '29613', '29614', '29615', '29616', '29617', '29618', '29619', '29620', '29621', '29622', '29623', '29624', '29625', '29626', '29627', '29628', '29629', '29630', '29631', '29632', '29633', '29634', '29635', '29636', '29637', '29638', '29639', '29640', '29641', '29642', '29643', '29644', '29645', '29646', '29647', '29648', '29649', '29650', '29651', '29652', '29653', '29654', '29655', '29656', '29657', '29658', '29659', '29660', '29661', '29662', '29663', '29664', '29665', '29666', '29667', '29668', '29669', '29670', '29671', '29672', '29673', '29674', '29675', '29676', '29677', '29678', '29679', '29680', '29681', '29682', '29683', '29684', '29685', '29686', '29687', '29688', '29689', '29690', '29691', '29692', '29693', '29694', '29695', '29696', '29697', '29698', '29699', '29700', '29701', '29702', '29703', '29704', '29705', '29706', '29707', '29708', '29709', '29710', '29711', '29712', '29713', '29714', '29715', '29716', '29717', '29718', '29719', '29720', '29721', '29722', '29723', '29724', '29725', '29726', '29727', '29728', '29729', '29730', '29731', '29732', '29733', '29734', '29735', '29736', '29737', '29738', '29739', '29740', '29741', '29742', '29743', '29744', '29745', '29746', '29747', '29748', '29749', '29750', '29751', '29752', '29753', '29754', '29755', '29756', '29757', '29758', '29759', '29760', '29761', '29762', '29763', '29764', '29765', '29766', '29767', '29768', '29769', '29770', '29771', '29772', '29773', '29774', '29775', '29776', '29777', '29778', '29779', '29780', '29781', '29782', '29783', '29784', '29785', '29786', '29787', '29788', '29789', '29790', '29791', '29792', '29793', '29794', '29795', '29796', '29797', '29798', '29799', '29800', '29801', '29802', '29803', '29804', '29805', '29806', '29807', '29808', '29809', '29810', '29811', '29812', '29813', '29814', '29815', '29816', '29817', '29818', '29819', '29820', '29821', '29822', '29823', '29824', '29825', '29826', '29827', '29828', '29829', '29830', '29831', '29832', '29833', '29834', '29835', '29836', '29837', '29838', '29839', '29840', '29841', '29842', '29843', '29844', '29845', '29846', '29847', '29848', '29849', '29850', '29851', '29852', '29853', '29854', '29855', '29856', '29857', '29858', '29859', '29860', '29861', '29862', '29863', '29864', '29865', '29866', '29867', '29868', '29869', '29870', '29871', '29872', '29873', '29874', '29875', '29876', '29877', '29878', '29879', '29880', '29881', '29882', '29883', '29884', '29885', '29886', '29887', '29888', '29889', '29890', '29891', '29892', '29893', '29894', '29895', '29896', '29897', '29898', '29899', '29900', '29901', '29902', '29903', '29904', '29905', '29906', '29907', '29908', '29909', '29910', '29911', '29912', '29913', '29914', '29915', '29916', '29917', '29918', '29919', '29920', '29921', '29922', '29923', '29924', '29925', '29926', '29927', '29928', '29929', '29930', '29931', '29932', '29933', '29934', '29935', '29936', '29937', '29938', '29939', '29940', '29941', '29942', '29943', '29944', '29945', '29946', '29947', '29948', '29949', '29950', '29951', '29952', '29953', '29954', '29955', '29956', '29957', '29958', '29959', '29960', '29961', '29962', '29963', '29964', '29965', '29966', '29967', '29968', '29969', '29970', '29971', '29972', '29973', '29974', '29975', '29976', '29977', '29978', '29979', '29980', '29981', '29982', '29983', '29984', '29985', '29986', '29987', '29988', '29989', '29990', '29991', '29992', '29993', '29994', '29995', '29996', '29997', '29998', '29999', '30000', '30001', '30002', '30003', '30004', '30005', '30006', '30007', '30008', '30009', '30010', '30011', '30012', '30013', '30014', '30015', '30016', '30017', '30018', '30019', '30020', '30021', '30022', '30023', '30024', '30025', '30026', '30027', '30028', '30029', '30030', '30031', '30032', '30033', '30034', '30035', '30036', '30037', '30038', '30039', '30040', '30041', '30042', '30043', '30044', '30045', '30046', '30047', '30048', '30049', '30050', '30051', '30052', '30053', '30054', '30055', '30056', '30057', '30058', '30059', '30060', '30061', '30062', '30063', '30064', '30065', '30066', '30067', '30068', '30069', '30070', '30071', '30072', '30073', '30074', '30075', '30076', '30077', '30078', '30079', '30080', '30081', '30082', '30083', '30084', '30085', '30086', '30087', '30088', '30089', '30090', '30091', '30092', '30093', '30094', '30095', '30096', '30097', '30098', '30099', '30100', '30101', '30102', '30103', '30104', '30105', '30106', '30107', '30108', '30109', '30110', '30111', '30112', '30113', '30114', '30115', '30116', '30117', '30118', '30119', '30120', '30121', '30122', '30123', '30124', '30125', '30126', '30127', '30128', '30129', '30130', '30131', '30132', '30133', '30134', '30135', '30136', '30137', '30138', '30139', '30140', '30141', '30142', '30143', '30144', '30145', '30146', '30147', '30148', '30149', '30150', '30151', '30152', '30153', '30154', '30155', '30156', '30157', '30158', '30159', '30160', '30161', '30162', '30163', '30164', '30165', '30166', '30167', '30168', '30169', '30170', '30171', '30172', '30173', '30174', '30175', '30176', '30177', '30178', '30179', '30180', '30181', '30182', '30183', '30184', '30185', '30186', '30187', '30188', '30189', '30190', '30191', '30192', '30193', '30194', '30195', '30196', '30197', '30198', '30199', '30200', '30201', '30202', '30203', '30204', '30205', '30206', '30207', '30208', '30209', '30210', '30211', '30212', '30213', '30214', '30215', '30216', '30217', '30218', '30219', '30220', '30221', '30222', '30223', '30224', '30225', '30226', '30227', '30228', '30229', '30230', '30231', '30232', '30233', '30234', '30235', '30236', '30237', '30238', '30239', '30240', '30241', '30242', '30243', '30244', '30245', '30246', '30247', '30248', '30249', '30250', '30251', '30252', '30253', '30254', '30255', '30256', '30257', '30258', '30259', '30260', '30261', '30262', '30263', '30264', '30265', '30266', '30267', '30268', '30269', '30270', '30271', '30272', '30273', '30274', '30275', '30276', '30277', '30278', '30279', '30280', '30281', '30282', '30283', '30284', '30285', '30286', '30287', '30288', '30289', '30290', '30291', '30292', '30293', '30294', '30295', '30296', '30297', '30298', '30299', '30300', '30301', '30302', '30303', '30304', '30305', '30306', '30307', '30308', '30309', '30310', '30311', '30312', '30313', '30314', '30315', '30316', '30317', '30318', '30319', '30320', '30321', '30322', '30323', '30324', '30325', '30326', '30327', '30328', '30329', '30330', '30331', '30332', '30333', '30334', '30335', '30336', '30337', '30338', '30339', '30340', '30341', '30342', '30343', '30344', '30345', '30346', '30347', '30348', '30349', '30350', '30351', '30352', '30353', '30354', '30355', '30356', '30357', '30358', '30359', '30360', '30361', '30362', '30363', '30364', '30365', '30366', '30367', '30368', '30369', '30370', '30371', '30372', '30373', '30374', '30375', '30376', '30377', '30378', '30379', '30380', '30381', '30382', '30383', '30384', '30385', '30386', '30387', '30388', '30389', '30390', '30391', '30392', '30393', '30394', '30395', '30396', '30397', '30398', '30399', '30400', '30401', '30402', '30403', '30404', '30405', '30406', '30407', '30408', '30409', '30410', '30411', '30412', '30413', '30414', '30415', '30416', '30417', '30418', '30419', '30420', '30421', '30422', '30423', '30424', '30425', '30426', '30427', '30428', '30429', '30430', '30431', '30432', '30433', '30434', '30435', '30436', '30437', '30438', '30439', '30440', '30441', '30442', '30443', '30444', '30445', '30446', '30447', '30448', '30449', '30450', '30451', '30452', '30453', '30454', '30455', '30456', '30457', '30458', '30459', '30460', '30461', '30462', '30463', '30464', '30465', '30466', '30467', '30468', '30469', '30470', '30471', '30472', '30473', '30474', '30475', '30476', '30477', '30478', '30479', '30480', '30481', '30482', '30483', '30484', '30485', '30486', '30487', '30488', '30489', '30490', '30491', '30492', '30493', '30494', '30495', '30496', '30497', '30498', '30499', '30500', '30501', '30502', '30503', '30504', '30505', '30506', '30507', '30508', '30509', '30510', '30511', '30512', '30513', '30514', '30515', '30516', '30517', '30518', '30519', '30520', '30521', '30522', '30523', '30524', '30525', '30526', '30527', '30528', '30529', '30530', '30531', '30532', '30533', '30534', '30535', '30536', '30537', '30538', '30539', '30540', '30541', '30542', '30543', '30544', '30545', '30546', '30547', '30548', '30549', '30550', '30551', '30552', '30553', '30554', '30555', '30556', '30557', '30558', '30559', '30560', '30561', '30562', '30563', '30564', '30565', '30566', '30567', '30568', '30569', '30570', '30571', '30572', '30573', '30574', '30575', '30576', '30577', '30578', '30579', '30580', '30581', '30582', '30583', '30584', '30585', '30586', '30587', '30588', '30589', '30590', '30591', '30592', '30593', '30594', '30595', '30596', '30597', '30598', '30599', '30600', '30601', '30602', '30603', '30604', '30605', '30606', '30607', '30608', '30609', '30610', '30611', '30612', '30613', '30614', '30615', '30616', '30617', '30618', '30619', '30620', '30621', '30622', '30623', '30624', '30625', '30626', '30627', '30628', '30629', '30630', '30631', '30632', '30633', '30634', '30635', '30636', '30637', '30638', '30639', '30640', '30641', '30642', '30643', '30644', '30645', '30646', '30647', '30648', '30649', '30650', '30651', '30652', '30653', '30654', '30655', '30656', '30657', '30658', '30659', '30660', '30661', '30662', '30663', '30664', '30665', '30666', '30667', '30668', '30669', '30670', '30671', '30672', '30673', '30674', '30675', '30676', '30677', '30678', '30679', '30680', '30681', '30682', '30683', '30684', '30685', '30686', '30687', '30688', '30689', '30690', '30691', '30692', '30693', '30694', '30695', '30696', '30697', '30698', '30699', '30700', '30701', '30702', '30703', '30704', '30705', '30706', '30707', '30708', '30709', '30710', '30711', '30712', '30713', '30714', '30715', '30716', '30717', '30718', '30719', '30720', '30721', '30722', '30723', '30724', '30725', '30726', '30727', '30728', '30729', '30730', '30731', '30732', '30733', '30734', '30735', '30736', '30737', '30738', '30739', '30740', '30741', '30742', '30743', '30744', '30745', '30746', '30747', '30748', '30749', '30750', '30751', '30752', '30753', '30754', '30755', '30756', '30757', '30758', '30759', '30760', '30761', '30762', '30763', '30764', '30765', '30766', '30767', '30768', '30769', '30770', '30771', '30772', '30773', '30774', '30775', '30776', '30777', '30778', '30779', '30780', '30781', '30782', '30783', '30784', '30785', '30786', '30787', '30788', '30789', '30790', '30791', '30792', '30793', '30794', '30795', '30796', '30797', '30798', '30799', '30800', '30801', '30802', '30803', 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     ]
    }
   ],
   "source": [
    "with open(\"train.csv\", \"r\") as f:\n",
    "    reader = csv.reader(f)\n",
    "    next(reader)  \n",
    "    rand_list_train = [row[0] for row in reader]\n",
    "\n",
    "print(rand_list_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34', '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46', '47', '48', '49', '50', '51', '52', '53', '54', '55', '56', '57', '58', '59', '60', '61', '62', '63', '64', '65', '66', '67', '68', '69', '70', '71', '72', '73', '74', '75', '76', '77', '78', '79', '80', '81', '82', '83', '84', '85', '86', '87', '88', '89', '90', '91', '92', '93', '94', '95', '96', '97', '98', '99', '100', '101', '102', '103', '104', '105', '106', '107', '108', '109', '110', '111', '112', '113', '114', '115', '116', '117', '118', '119', '120', '121', '122', '123', '124', '125', '126', '127', '128', '129', '130', '131', '132', '133', '134', '135', '136', '137', '138', '139', '140', '141', '142', '143', '144', '145', '146', '147', '148', '149', '150', '151', '152', '153', '154', '155', '156', 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'12144', '12145', '12146', '12147', '12148', '12149', '12150', '12151', '12152', '12153', '12154', '12155', '12156', '12157', '12158', '12159', '12160', '12161', '12162', '12163', '12164', '12165', '12166', '12167', '12168', '12169', '12170', '12171', '12172', '12173', '12174', '12175', '12176', '12177', '12178', '12179', '12180', '12181', '12182', '12183', '12184', '12185', '12186', '12187', '12188', '12189', '12190', '12191', '12192', '12193', '12194', '12195', '12196', '12197', '12198', '12199', '12200', '12201', '12202', '12203', '12204', '12205', '12206', '12207', '12208', '12209', '12210', '12211', '12212', '12213', '12214', '12215', '12216', '12217', '12218', '12219', '12220', '12221', '12222', '12223', '12224', '12225', '12226', '12227', '12228', '12229', '12230', '12231', '12232', '12233', '12234', '12235', '12236', '12237', '12238', '12239', '12240', '12241', '12242', '12243', '12244', '12245', '12246', '12247', '12248', '12249', '12250', '12251', '12252', '12253', '12254', '12255', '12256', '12257', '12258', '12259', '12260', '12261', '12262', '12263', '12264', '12265', '12266', '12267', '12268', '12269', '12270', '12271', '12272', '12273', '12274', '12275', '12276', '12277', '12278', '12279', '12280', '12281', '12282', '12283', '12284', '12285', '12286', '12287', '12288', '12289', '12290', '12291', '12292', '12293', '12294', '12295', '12296', '12297', '12298', '12299', '12300', '12301', '12302', '12303', '12304', '12305', '12306', '12307', '12308', '12309', '12310', '12311', '12312', '12313', '12314', '12315', '12316', '12317', '12318', '12319', '12320', '12321', '12322', '12323', '12324', '12325', '12326', '12327', '12328', '12329', '12330', '12331', '12332', '12333', '12334', '12335', '12336', '12337', '12338', '12339', '12340', '12341', '12342', '12343', '12344', '12345', '12346', '12347', '12348', '12349', '12350', '12351', '12352', '12353', '12354', '12355', '12356', '12357', '12358', '12359', '12360', '12361', '12362', '12363', '12364', '12365', '12366', '12367', '12368', '12369', '12370', '12371', '12372', '12373', '12374', '12375', '12376', '12377', '12378', '12379', '12380', '12381', '12382', '12383', '12384', '12385', '12386', '12387', '12388', '12389', '12390', '12391', '12392', '12393', '12394', '12395', '12396', '12397', '12398', '12399', '12400', '12401', '12402', '12403', '12404', '12405', '12406', '12407', '12408', '12409', '12410', '12411', '12412', '12413', '12414', '12415', '12416', '12417', '12418', '12419', '12420', '12421', '12422', '12423', '12424', '12425', '12426', '12427', '12428', '12429', '12430', '12431', '12432', '12433', '12434', '12435', '12436', '12437', '12438', '12439', '12440', '12441', '12442', '12443', '12444', '12445', '12446', '12447', '12448', '12449', '12450', '12451', '12452', '12453', '12454', '12455', '12456', '12457', '12458', '12459', '12460', '12461', '12462', '12463', '12464', '12465', '12466', '12467', '12468', '12469', '12470', '12471', '12472', '12473', '12474', '12475', '12476', '12477', '12478', '12479', '12480', '12481', '12482', '12483', '12484', '12485', '12486', '12487', '12488', '12489', '12490', '12491', '12492', '12493', '12494', '12495', '12496', '12497', '12498', '12499', '12500', '12501', '12502', '12503', '12504', '12505', '12506', '12507', '12508', '12509', '12510', '12511', '12512', '12513', '12514', '12515', '12516', '12517', '12518', '12519', '12520', '12521', '12522', '12523', '12524', '12525', '12526', '12527', '12528', '12529', '12530', '12531', '12532', '12533', '12534', '12535', '12536', '12537', '12538', '12539', '12540', '12541', '12542', '12543', '12544', '12545', '12546', '12547', '12548', '12549', '12550', '12551', '12552', '12553', '12554', '12555', '12556', '12557', '12558', '12559', '12560', '12561', '12562', '12563', '12564', '12565', '12566', '12567', '12568', '12569', '12570', '12571', '12572', '12573', '12574', '12575', '12576', '12577', '12578', '12579', '12580', '12581', '12582', '12583', '12584', '12585', '12586', '12587', '12588', '12589', '12590', '12591', '12592', '12593', '12594', '12595', '12596', '12597', '12598', '12599', '12600', '12601', '12602', '12603', '12604', '12605', '12606', '12607', '12608', '12609', '12610', '12611', '12612', '12613', '12614', '12615', '12616', '12617', '12618', '12619', '12620', '12621', '12622', '12623', '12624', '12625', '12626', '12627', '12628', '12629', '12630', '12631', '12632', '12633', '12634', '12635', '12636', '12637', '12638', '12639', '12640', '12641', '12642', '12643', '12644', '12645', '12646', '12647', '12648', '12649', '12650', '12651', '12652', '12653', '12654', '12655', '12656', '12657', '12658', '12659', '12660', '12661', '12662', '12663', '12664', '12665', '12666', '12667', '12668', '12669', '12670', '12671', '12672', '12673', '12674', '12675', '12676', '12677', '12678', '12679', '12680', '12681', '12682', '12683', '12684', '12685', '12686', '12687', '12688', '12689', '12690', '12691', '12692', '12693', '12694', '12695', '12696', '12697', '12698', '12699', '12700', '12701', '12702', '12703', '12704', '12705', '12706', '12707', '12708', '12709', '12710', '12711', '12712', '12713', '12714', '12715', '12716', '12717', '12718', '12719', '12720', '12721', '12722', '12723', '12724', '12725', '12726', '12727', '12728', '12729', '12730', '12731', '12732', '12733', '12734', '12735', '12736', '12737', '12738', '12739', '12740', '12741', '12742', '12743', '12744', '12745', '12746', '12747', '12748', '12749', '12750', '12751', '12752', '12753', '12754', '12755', '12756', '12757', '12758', '12759', '12760', '12761', '12762', '12763', '12764', '12765', '12766', '12767', '12768', '12769', '12770', '12771', '12772', '12773', '12774', '12775', '12776', '12777', '12778', '12779', '12780', '12781', '12782', '12783', '12784', '12785', '12786', '12787', '12788', '12789', '12790', '12791', '12792', '12793', '12794', '12795', '12796', '12797', '12798', '12799', '12800', '12801', '12802', '12803', '12804', '12805', '12806', '12807', '12808', '12809', '12810', '12811', '12812', '12813', '12814', '12815', '12816', '12817', '12818', '12819', '12820', '12821', '12822', '12823', '12824', '12825', '12826', '12827', '12828', '12829', '12830', '12831', '12832', '12833', '12834', '12835', '12836', '12837', '12838', '12839', '12840', '12841', '12842', '12843', '12844', '12845', '12846', '12847', '12848', '12849', '12850', '12851', '12852', '12853', '12854', '12855', '12856', '12857', '12858', '12859', '12860', '12861', '12862', '12863', '12864', '12865', '12866', '12867', '12868', '12869', '12870', '12871', '12872', '12873', '12874', '12875', '12876', '12877', '12878', '12879', '12880', '12881', '12882', '12883', '12884', '12885', '12886', '12887', '12888', '12889', '12890', '12891', '12892', '12893', '12894', '12895', '12896', '12897', '12898', '12899', '12900', '12901', '12902', '12903', '12904', '12905', '12906', '12907', '12908', '12909', '12910', '12911', '12912', '12913', '12914', '12915', '12916', '12917', '12918', '12919', '12920', '12921', '12922', '12923', '12924', '12925', '12926', '12927', '12928', '12929', '12930', '12931', '12932', '12933', '12934', '12935', '12936', '12937', '12938', '12939', '12940', '12941', '12942', '12943', '12944', '12945', '12946', '12947', '12948', '12949', '12950', '12951', '12952', '12953', '12954', '12955', '12956', '12957', '12958', '12959', '12960', '12961', '12962', '12963', '12964', '12965', '12966', '12967', '12968', '12969', '12970', '12971', '12972', '12973', '12974', '12975', '12976', '12977', '12978', '12979', '12980', '12981', '12982', '12983', '12984', '12985', '12986', '12987', '12988', '12989', '12990', '12991', '12992', '12993', '12994', '12995', '12996', '12997', '12998', '12999', '13000', '13001', '13002', '13003', '13004', '13005', '13006', '13007', '13008', '13009', '13010', '13011', '13012', '13013', '13014', '13015', '13016', '13017', '13018', '13019', '13020', '13021', '13022', '13023', '13024', '13025', '13026', '13027', '13028', '13029', '13030', '13031', '13032', '13033', '13034', '13035', '13036', '13037', '13038', '13039', '13040', '13041', '13042', '13043', '13044', '13045', '13046', '13047', '13048', '13049', '13050', '13051', '13052', '13053', '13054', '13055', '13056', '13057', '13058', '13059', '13060', '13061', '13062', '13063', '13064', '13065', '13066', '13067', '13068', '13069', '13070', '13071', '13072', '13073', '13074', '13075', '13076', '13077', '13078', '13079', '13080', '13081', '13082', '13083', '13084', '13085', '13086', '13087', '13088', '13089', '13090', '13091', '13092', '13093', '13094', '13095', '13096', '13097', '13098', '13099', '13100', '13101', '13102', '13103', '13104', '13105', '13106', '13107', '13108', '13109', '13110', '13111', '13112', '13113', '13114', '13115', '13116', '13117', '13118', '13119', '13120', '13121', '13122', '13123', '13124', '13125', '13126', '13127', '13128', '13129', '13130', '13131', '13132', '13133', '13134', '13135', '13136', '13137', '13138', '13139', '13140', '13141', '13142', '13143', '13144', '13145', '13146', '13147', '13148', '13149', '13150', '13151', '13152', '13153', '13154', '13155', '13156', '13157', '13158', '13159', '13160', '13161', '13162', '13163', '13164', '13165', '13166', '13167', '13168', '13169', '13170', '13171', '13172', '13173', '13174', '13175', '13176', '13177', '13178', '13179', '13180', '13181', '13182', '13183', '13184', '13185', '13186', '13187', '13188', '13189', '13190', '13191', '13192', '13193', '13194', '13195', '13196', '13197', '13198', '13199', '13200', '13201', '13202', '13203', '13204', '13205', '13206', '13207', '13208', '13209', '13210', '13211', '13212', '13213', '13214', '13215', '13216', '13217', '13218', '13219', '13220', '13221', '13222', '13223', '13224', '13225', '13226', '13227', '13228', '13229', '13230', '13231', '13232', '13233', '13234', '13235', '13236', '13237', '13238', '13239', '13240', '13241', '13242', '13243', '13244', '13245', '13246', '13247', '13248', '13249', '13250', '13251', '13252', '13253', '13254', '13255', '13256', '13257', '13258', '13259', '13260', '13261', '13262', '13263', '13264', '13265', '13266', '13267', '13268', '13269', '13270', '13271', '13272', '13273', '13274', '13275', '13276', '13277', '13278', '13279', '13280', '13281', '13282', '13283', '13284', '13285', '13286', '13287', '13288', '13289', '13290', '13291', '13292', '13293', '13294', '13295', '13296', '13297', '13298', '13299', '13300', '13301', '13302', '13303', '13304', '13305', '13306', '13307', '13308', '13309', '13310', '13311', '13312', '13313', '13314', '13315', '13316', '13317', '13318', '13319', '13320', '13321', '13322', '13323', '13324', '13325', '13326', '13327', '13328', '13329', '13330', '13331', '13332', '13333', '13334', '13335', '13336', '13337', '13338', '13339', '13340', '13341', '13342', '13343', '13344', '13345', '13346', '13347', '13348', '13349', '13350', '13351', '13352', '13353', '13354', '13355', '13356', '13357', '13358', '13359', '13360', '13361', '13362', '13363', '13364', '13365', '13366', '13367', '13368', '13369', '13370', '13371', '13372', '13373', '13374', '13375', '13376', '13377', '13378', '13379', '13380', '13381', '13382', '13383', '13384', '13385', '13386', '13387', '13388', '13389', '13390', '13391', '13392', '13393', '13394', '13395', '13396', '13397', '13398', '13399', '13400', '13401', '13402', '13403', '13404', '13405', '13406', '13407', '13408', '13409', '13410', '13411', '13412', '13413', '13414', '13415', '13416', '13417', '13418', '13419', '13420', '13421', '13422', '13423', '13424', '13425', '13426', '13427', '13428', '13429', '13430', '13431', '13432', '13433', '13434', '13435', '13436', '13437', '13438', '13439', '13440', '13441', '13442', '13443', '13444', '13445', '13446', '13447', '13448', '13449', '13450', '13451', '13452', '13453', '13454', '13455', '13456', '13457', '13458', '13459', '13460', '13461', '13462', '13463', '13464', '13465', '13466', '13467', '13468', '13469', '13470', '13471', '13472', '13473', '13474', '13475', '13476', '13477', '13478', '13479', '13480', '13481', '13482', '13483', '13484', '13485', '13486', '13487', '13488', '13489', '13490', '13491', '13492', '13493', '13494', '13495', '13496', '13497', '13498', '13499', '13500', '13501', '13502', '13503', '13504', '13505', '13506', '13507', '13508', '13509', '13510', '13511', '13512', '13513', '13514', '13515', '13516', '13517', '13518', '13519', '13520', '13521', '13522', '13523', '13524', '13525', '13526', '13527', '13528', '13529', '13530', '13531', '13532', '13533', '13534', '13535', '13536', '13537', '13538', '13539', '13540', '13541', '13542', '13543', '13544', '13545', '13546', '13547', '13548', '13549', '13550', '13551', '13552', '13553', '13554', '13555', '13556', '13557', '13558', '13559', '13560', '13561', '13562', '13563', '13564', '13565', '13566', '13567', '13568', '13569', '13570', '13571', '13572', '13573', '13574', '13575', '13576', '13577', '13578', '13579', '13580', '13581', '13582', '13583', '13584', '13585', '13586', '13587', '13588', '13589', '13590', '13591', '13592', '13593', '13594', '13595', '13596', '13597', '13598', '13599', '13600', '13601', '13602', '13603', '13604', '13605', '13606', '13607', '13608', '13609', '13610', '13611', '13612', '13613', '13614', '13615', '13616', '13617', '13618', '13619', '13620', '13621', '13622', '13623', '13624', '13625', '13626', '13627', '13628', '13629', '13630', '13631', '13632', '13633', '13634', '13635', '13636', '13637', '13638', '13639', '13640', '13641', '13642', '13643', '13644', '13645', '13646', '13647', '13648', '13649', '13650', '13651', '13652', '13653', '13654', '13655', '13656', '13657', '13658', '13659', '13660', '13661', '13662', '13663', '13664', '13665', '13666', '13667', '13668', '13669', '13670', '13671', '13672', '13673', '13674', '13675', '13676', '13677', '13678', '13679', '13680', '13681', '13682', '13683', '13684', '13685', '13686', '13687', '13688', '13689', '13690', '13691', '13692', '13693', '13694', '13695', '13696', '13697', 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'19367', '19368', '19369', '19370', '19371', '19372', '19373', '19374', '19375', '19376', '19377', '19378', '19379', '19380', '19381', '19382', '19383', '19384', '19385', '19386', '19387', '19388', '19389', '19390', '19391', '19392', '19393', '19394', '19395', '19396', '19397', '19398', '19399', '19400', '19401', '19402', '19403', '19404', '19405', '19406', '19407', '19408', '19409', '19410', '19411', '19412', '19413', '19414', '19415', '19416', '19417', '19418', '19419', '19420', '19421', '19422', '19423', '19424', '19425', '19426', '19427', '19428', '19429', '19430', '19431', '19432', '19433', '19434', '19435', '19436', '19437', '19438', '19439', '19440', '19441', '19442', '19443', '19444', '19445', '19446', '19447', '19448', '19449', '19450', '19451', '19452', '19453', '19454', '19455', '19456', '19457', '19458', '19459', '19460', '19461', '19462', '19463', '19464', '19465', '19466', '19467', '19468', '19469', '19470', '19471', '19472', '19473', '19474', '19475', '19476', '19477', '19478', '19479', '19480', '19481', '19482', '19483', '19484', '19485', '19486', '19487', '19488', '19489', '19490', '19491', '19492', '19493', '19494', '19495', '19496', '19497', '19498', '19499', '19500', '19501', '19502', '19503', '19504', '19505', '19506', '19507', '19508', '19509', '19510', '19511', '19512', '19513', '19514', '19515', '19516', '19517', '19518', '19519', '19520', '19521', '19522', '19523', '19524', '19525', '19526', '19527', '19528', '19529', '19530', '19531', '19532', '19533', '19534', '19535', '19536', '19537', '19538', '19539', '19540', '19541', '19542', '19543', '19544', '19545', '19546', '19547', '19548', '19549', '19550', '19551', '19552', '19553', '19554', '19555', '19556', '19557', '19558', '19559', '19560', '19561', '19562', '19563', '19564', '19565', '19566', '19567', '19568', '19569', '19570', '19571', '19572', '19573', '19574', '19575', '19576', '19577', '19578', '19579', '19580', '19581', '19582', '19583', '19584', '19585', '19586', '19587', '19588', 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'20146', '20147', '20148', '20149', '20150', '20151', '20152', '20153', '20154', '20155', '20156', '20157', '20158', '20159', '20160', '20161', '20162', '20163', '20164', '20165', '20166', '20167', '20168', '20169', '20170', '20171', '20172', '20173', '20174', '20175', '20176', '20177', '20178', '20179', '20180', '20181', '20182', '20183', '20184', '20185', '20186', '20187', '20188', '20189', '20190', '20191', '20192', '20193', '20194', '20195', '20196', '20197', '20198', '20199', '20200', '20201', '20202', '20203', '20204', '20205', '20206', '20207', '20208', '20209', '20210', '20211', '20212', '20213', '20214', '20215', '20216', '20217', '20218', '20219', '20220', '20221', '20222', '20223', '20224', '20225', '20226', '20227', '20228', '20229', '20230', '20231', '20232', '20233', '20234', '20235', '20236', '20237', '20238', '20239', '20240', '20241', '20242', '20243', '20244', '20245', '20246', '20247', '20248', '20249', '20250', '20251', '20252', '20253', '20254', '20255', '20256', 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'20368', '20369', '20370', '20371', '20372', '20373', '20374', '20375', '20376', '20377', '20378', '20379', '20380', '20381', '20382', '20383', '20384', '20385', '20386', '20387', '20388', '20389', '20390', '20391', '20392', '20393', '20394', '20395', '20396', '20397', '20398', '20399', '20400', '20401', '20402', '20403', '20404', '20405', '20406', '20407', '20408', '20409', '20410', '20411', '20412', '20413', '20414', '20415', '20416', '20417', '20418', '20419', '20420', '20421', '20422', '20423', '20424', '20425', '20426', '20427', '20428', '20429', '20430', '20431', '20432', '20433', '20434', '20435', '20436', '20437', '20438', '20439', '20441', '20442', '20443', '20444', '20445', '20446', '20447', '20448', '20449', '20450', '20451', '20452', '20453', '20454', '20455', '20456', '20457', '20458', '20459', '20460', '20461', '20462', '20463', '20464', '20465', '20466', '20467', '20468', '20469', '20470', '20471', '20472', '20473', '20474', '20475', '20476', '20477', '20478', '20479', '20480', '20481', '20482', '20483', '20484', '20485', '20486', '20487', '20488', '20489', '20490', '20491', '20492', '20493', '20494', '20495', '20496', '20497', '20498', '20499', '20500', '20501', '20502', '20503', '20504', '20505', '20506', '20507', '20508', '20509', '20510', '20511', '20512', '20513', '20514', '20515', '20516', '20517', '20518', '20519', '20520', '20521', '20522', '20523', '20524', '20525', '20526', '20527', '20528', '20529', '20530', '20531', '20532', '20533', '20534', '20535', '20536', '20537', '20538', '20539', '20540', '20541', '20542', '20543', '20544', '20545', '20546', '20547', '20548', '20549', '20550', '20551', '20552', '20553', '20554', '20555', '20557', '20558', '20559', '20560', '20561', '20562', '20563', '20564', '20565', '20566', '20567', '20568', '20569', '20570', '20571', '20572', '20573', '20574', '20575', '20576', '20577', '20578', '20579', '20580', '20581', '20582', '20583', '20584', '20585', '20586', '20587', '20588', '20589', '20590', '20591', '20592', '20593', '20594', '20595', '20596', '20597', '20598', '20599', '20600', '20601', '20602', '20603', '20604', '20605', '20606', '20607', '20608', '20609', '20610', '20611', '20612', '20613', '20614', '20615', '20616', '20617', '20618', '20619', '20620', '20621', '20622', '20623', '20624', '20625', '20626', '20627', '20628', '20629', '20630', '20631', '20632', '20633', '20634', '20635', '20636', '20637', '20638', '20639', '20640', '20641', '20642', '20643', '20644', '20645', '20646', '20647', '20648', '20649', '20650', '20651', '20652', '20653', '20654', '20655', '20656', '20657', '20658', '20659', '20660', '20661', '20662', '20663', '20664', '20665', '20666', '20667', '20668', '20669', '20670', '20671', '20672', '20673', '20674', '20675', '20676', '20677', '20678', '20679', '20680', '20681', '20682', '20683', '20684', '20685', '20686', '20687', '20688', '20689', '20690', '20691', '20692', '20693', '20694', '20695', '20696', '20697', '20698', '20699', '20700', '20701', '20702', '20703', '20704', '20705', '20706', '20707', '20708', '20709', '20710', '20711', '20712', '20713', '20714', '20715', '20716', '20717', '20718', '20719', '20720', '20721', '20722', '20723', '20724', '20725', '20726', '20727', '20728', '20729', '20730', '20731', '20732', '20733', '20734', '20735', '20736', '20737', '20738', '20739', '20740', '20741', '20742', '20743', '20744', '20745', '20746', '20747', '20748', '20749', '20750', '20751', '20752', '20753', '20754', '20755', '20756', '20757', '20758', '20759', '20760', '20761', '20762', '20763', '20764', '20765', '20766', '20767', '20768', '20769', '20770', '20771', '20772', '20773', '20774', '20775', '20776', '20777', '20778', '20779', '20780', '20781', '20782', '20783', '20784', '20785', '20786', '20787', '20788', '20789', '20790', '20791', '20792', '20793', '20794', '20795', '20796', '20797', '20798', '20799', '20800', '20801', '20802', '20803', '20804', '20805', '20806', '20807', '20808', '20809', '20810', '20811', '20812', '20813', 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'24372', '24373', '24374', '24375', '24376', '24377', '24378', '24379', '24380', '24381', '24382', '24383', '24384', '24385', '24386', '24387', '24388', '24389', '24390', '24391', '24392', '24393', '24394', '24395', '24396', '24397', '24398', '24399', '24400', '24401', '24402', '24403', '24404', '24405', '24406', '24407', '24408', '24409', '24410', '24411', '24412', '24413', '24414', '24415', '24416', '24417', '24418', '24419', '24420', '24421', '24422', '24423', '24424', '24425', '24426', '24427', '24428', '24429', '24430', '24431', '24432', '24433', '24434', '24435', '24436', '24437', '24438', '24439', '24440', '24441', '24442', '24443', '24444', '24445', '24446', '24447', '24448', '24449', '24450', '24451', '24452', '24453', '24454', '24455', '24456', '24457', '24458', '24459', '24460', '24461', '24462', '24463', '24464', '24465', '24466', '24467', '24468', '24469', '24470', '24471', '24472', '24473', '24474', '24475', '24476', '24477', '24478', '24479', '24480', '24481', '24482', '24483', '24484', '24485', '24486', '24487', '24488', '24489', '24490', '24491', '24492', '24493', '24494', '24495', '24496', '24497', '24498', '24499', '24500', '24501', '24502', '24503', '24504', '24505', '24506', '24507', '24508', '24509', '24510', '24511', '24512', '24513', '24514', '24515', '24516', '24517', '24518', '24519', '24520', '24521', '24522', '24523', '24524', '24525', '24526', '24527', '24528', '24529', '24530', '24531', '24532', '24533', '24534', '24535', '24536', '24537', '24538', '24539', '24540', '24541', '24542', '24543', '24544', '24545', '24546', '24547', '24548', '24549', '24550', '24551', '24552', '24553', '24554', '24555', '24556', '24557', '24558', '24559', '24560', '24561', '24562', '24563', '24564', '24565', '24566', '24567', '24568', '24569', '24570', '24571', '24572', '24573', '24574', '24575', '24576', '24577', '24578', '24579', '24580', '24581', '24582', '24583', '24584', '24585', '24586', '24587', '24588', '24589', '24590', '24591', '24592', '24593', '24594', '24595', '24596', '24597', '24598', '24599', '24600', '24601', '24602', '24603', '24604', '24605', '24606', '24607', '24608', '24609', '24610', '24611', '24612', '24613', '24614', '24615', '24616', '24617', '24618', '24619', '24620', '24621', '24622', '24623', '24624', '24625', '24626', '24627', '24628', '24629', '24630', '24631', '24632', '24633', '24634', '24635', '24636', '24637', '24638', '24639', '24640', '24641', '24642', '24643', '24644', '24645', '24646', '24647', '24648', '24649', '24650', '24651', '24652', '24653', '24654', '24655', '24656', '24657', '24658', '24659', '24660', '24661', '24662', '24663', '24664', '24665', '24666', '24667', '24668', '24669', '24670', '24671', '24672', '24673', '24674', '24675', '24676', '24677', '24678', '24679', '24680', '24681', '24682', '24683', '24684', '24685', '24686', '24687', '24688', '24689', '24690', '24691', '24692', '24693', '24694', '24695', '24696', '24697', '24698', '24699', '24700', '24701', '24702', '24703', '24704', '24705', '24706', '24707', '24708', '24709', '24710', '24711', '24712', '24713', '24714', '24715', '24716', '24717', '24718', '24719', '24720', '24721', '24722', '24723', '24724', '24725', '24726', '24727', '24728', '24729', '24730', '24731', '24732', '24733', '24734', '24735', '24736', '24737', '24738', '24739', '24740', '24741', '24742', '24743', '24744', '24745', '24746', '24747', '24748', '24749', '24750', '24751', '24752', '24753', '24754', '24755', '24756', '24757', '24758', '24759', '24760', '24761', '24762', '24763', '24764', '24765', '24766', '24767', '24768', '24769', '24770', '24771', '24772', '24773', '24774', '24775', '24776', '24777', '24778', '24779', '24780', '24781', '24782', '24783', '24784', '24785', '24786', '24787', '24788', '24789', '24790', '24791', '24792', '24793', '24794', '24795', '24796', '24797', '24798', '24799', '24800', '24801', '24802', '24803', '24804', '24805', '24806', '24807', '24808', '24809', '24810', '24811', '24812', '24813', '24814', '24815', '24816', '24817', '24818', '24819', '24820', '24821', '24822', '24823', '24824', '24825', '24826', '24827', '24828', '24829', '24830', '24831', '24832', '24833', '24834', '24835', '24836', '24837', '24838', '24839', '24840', '24841', '24842', '24843', '24844', '24845', '24846', '24847', '24848', '24849', '24850', '24851', '24852', '24853', '24854', '24855', '24856', '24857', '24858', '24859', '24860', '24861', '24862', '24863', '24864', '24865', '24866', '24867', '24868', '24869', '24870', '24871', '24872', '24873', '24874', '24875', '24876', '24877', '24878', '24879', '24880', '24881', '24882', '24883', '24884', '24885', '24886', '24887', '24888', '24889', '24890', '24891', '24892', '24893', '24894', '24895', '24896', '24897', '24898', '24899', '24900', '24901', '24902', '24903', '24904', '24905', '24906', '24907', '24908', '24909', '24910', '24911', '24912', '24913', '24914', '24915', '24916', '24917', '24918', '24919', '24920', '24921', '24922', '24923', '24924', '24925', '24926', '24927', '24928', '24929', '24930', '24931', '24932', '24933', '24934', '24935', '24936', '24937', '24938', '24939', '24940', '24941', '24942', '24943', '24944', '24945', '24946', '24947', '24948', '24949', '24950', '24951', '24952', '24953', '24954', '24955', '24956', '24957', '24958', '24959', '24960', '24961', '24962', '24963', '24964', '24965', '24966', '24967', '24968', '24969', '24970', '24971', '24972', '24973', '24974', '24975', '24976', '24977', '24978', '24979', '24980', '24981', '24982', '24983', '24984', '24985', '24986', '24987', '24988', '24989', '24990', '24991', '24992', '24993', '24994', '24995', '24996', '24997', '24998', '24999', '25000', '25001', '25002', '25003', '25004', '25005', '25006', '25007', '25008', '25009', '25010', '25011', '25012', '25013', '25014', '25015', '25016', '25017', '25018', '25019', '25020', '25021', '25022', '25023', '25024', '25025', '25026', '25027', '25028', '25029', '25030', '25031', '25032', '25033', '25034', '25035', '25036', '25037', '25038', '25039', '25040', '25041', '25042', '25043', '25044', '25045', '25046', '25047', '25048', '25049', '25050', '25051', '25052', '25053', '25054', '25055', '25056', '25057', '25058', '25059', '25060', '25061', '25062', '25063', '25064', '25065', '25066', '25067', '25068', '25069', '25070', '25071', '25072', '25073', '25074', '25075', '25076', '25077', '25078', '25079', '25080', '25081', '25082', '25083', '25084', '25085', '25086', '25087', '25088', '25089', '25090', '25091', '25092', '25093', '25094', '25095', '25096', '25097', '25098', '25099', '25100', '25101', '25102', '25103', '25104', '25105', '25106', '25107', '25108', '25109', '25110', '25111', '25112', '25113', '25114', '25115', '25116', '25117', '25118', '25119', '25120', '25121', '25122', '25123', '25124', '25125', '25126', '25127', '25128', '25129', '25130', '25131', '25132', '25133', '25134', '25135', '25136', '25137', '25138', '25139', '25140', '25141', '25142', '25143', '25144', '25145', '25146', '25147', '25148', '25149', '25150', '25151', '25152', '25153', '25154', '25155', '25156', '25157', '25158', '25159', '25160', '25161', '25162', '25163', '25164', '25165', '25166', '25167', '25168', '25169', '25170', '25171', '25172', '25173', '25174', '25175', '25176', '25177', '25178', '25179', '25180', '25181', '25182', '25183', '25184', '25185', '25186', '25187', '25188', '25189', '25190', '25191', '25192', '25193', '25194', '25195', '25196', '25197', '25198', '25199', '25200', '25201', '25202', '25203', '25204', '25205', '25206', '25207', '25208', '25209', '25210', '25211', '25212', '25213', '25214', '25215', '25216', '25217', '25218', '25219', '25220', '25221', '25222', '25223', '25224', '25225', '25226', '25227', '25228', '25229', '25230', '25231', '25232', '25233', '25234', '25235', '25236', '25237', '25238', '25239', '25240', '25241', '25242', '25243', '25244', '25245', '25246', '25247', '25248', '25249', '25250', '25251', '25252', '25253', '25254', '25255', '25256', '25257', '25258', '25259', '25260', '25261', '25262', '25263', '25264', '25265', '25266', '25267', '25268', '25269', '25270', '25271', '25272', '25273', '25274', '25275', '25276', '25277', '25278', '25279', '25280', '25281', '25282', '25283', '25284', '25285', '25286', '25287', '25288', '25289', '25290', '25291', '25292', '25293', '25294', '25295', '25296', '25297', '25298', '25299', '25300', '25301', '25302', '25303', '25304', '25305', '25306', '25307', '25308', '25309', '25310', '25311', '25312', '25313', '25314', '25315', '25316', '25317', '25318', '25319', '25320', '25321', '25322', '25323', '25324', '25325', '25326', '25327', '25328', '25329', '25330', '25331', '25332', '25333', '25334', '25335', '25336', '25337', '25338', '25339', '25340', '25341', '25342', '25343', '25344', '25345', '25346', '25347', '25348', '25349', '25350', '25351', '25352', '25353', '25354', '25355', '25356', '25357', '25358', '25359', '25360', '25361', '25362', '25363', '25364', '25365', '25366', '25367', '25368', '25369', '25370', '25371', '25372', '25373', '25374', '25375', '25376', '25377', '25378', '25379', '25380', '25381', '25382', '25383', '25384', '25385', '25386', '25387', '25388', '25389', '25390', '25391', '25392', '25393', '25394', '25395', '25396', '25397', '25398', '25399', '25400', '25401', '25402', '25403', '25404', '25405', '25406', '25407', '25408', '25409', '25410', '25411', '25412', '25413', '25414', '25415', '25416', '25417', '25418', '25419', '25420', '25421', '25422', '25423', '25424', '25425', '25426', '25427', '25428', '25429', '25430', '25431', '25432', '25433', '25434', '25435', '25436', '25437', '25438', '25439', '25440', '25441', '25442', '25443', '25444', '25445', '25446', '25447', '25448', '25449', '25450', '25451', '25452', '25453', '25454', '25455', '25456', '25457', '25458', '25459', '25460', '25461', '25462', '25463', '25464', '25465', '25466', '25467', '25468', '25469', '25470', '25471', '25472', '25473', '25474', '25475', '25476', '25477', '25478', '25479', '25480', '25481', '25482', '25483', '25484', '25485', '25486', '25487', '25488', '25489', '25490', '25491', '25492', '25493', '25494', '25495', '25496', '25497', '25498', '25499', '25500', '25501', '25502', '25503', '25504', '25505', '25506', '25507', '25508', '25509', '25510', '25511', '25512', '25513', '25514', '25515', '25516', '25517', '25518', '25519', '25520', '25521', '25522', '25523', '25524', '25525', '25526', '25527', '25528', '25529', '25530', '25531', '25532', '25533', '25534', '25535', '25536', '25537', '25538', '25539', '25540', '25541', '25542', '25543', '25544', '25545', '25546', '25547', '25548', '25549', '25550', '25551', '25552', '25553', '25554', '25555', '25556', '25557', '25558', '25559', '25560', '25561', '25562', '25563', '25564', '25565', '25566', '25567', '25568', '25569', '25570', '25571', '25572', '25573', '25574', '25575', '25576', '25577', '25578', '25579', '25580', '25581', '25582', '25583', '25584', '25585', '25586', '25587', '25588', '25589', '25590', '25591', '25592', '25593', '25594', '25595', '25596', '25597', '25598', '25599', '25600', '25601', '25602', '25603', '25604', '25605', '25606', '25607', '25608', '25609', '25610', '25611', '25612', '25613', '25614', '25615', '25616', '25617', '25618', '25619', '25620', '25621', '25622', '25623', '25624', '25625', '25626', '25627', '25628', '25629', '25630', '25631', '25632', '25633', '25634', '25635', '25636', '25637', '25638', '25639', '25640', '25641', '25642', '25643', '25644', '25645', '25646', '25647', '25648', '25649', '25650', '25651', '25652', '25653', '25654', '25655', '25656', '25657', '25658', '25659', '25660', '25661', '25662', '25663', '25664', '25665', '25666', '25667', '25668', '25669', '25670', '25671', '25672', '25673', '25674', '25675', '25676', '25677', '25678', '25679', '25680', '25681', '25682', '25683', '25684', '25685', '25686', '25687', '25688', '25689', '25690', '25691', '25692', '25693', '25694', '25695', '25696', '25697', '25698', '25699', '25700', '25701', '25702', '25703', '25704', '25705', '25706', '25707', '25708', '25709', '25710', '25711', '25712', '25713', '25714', '25715', '25716', '25717', '25718', '25719', '25720', '25721', '25722', '25723', '25724', '25725', '25726', '25727', '25728', '25729', '25730', '25731', '25732', '25733', '25734', '25735', '25736', '25737', '25738', '25739', '25740', '25741', '25742', '25743', '25744', '25745', '25746', '25747', '25748', '25749', '25750', '25751', '25752', '25753', '25754', '25755', '25756', '25757', '25758', '25759', '25760', '25761', '25762', '25763', '25764', '25765', '25766', '25767', '25768', '25769', '25770', '25771', '25772', '25773', '25774', '25775', '25776', '25777', '25778', '25779', '25780', '25781', '25782', '25783', '25784', '25785', '25786', '25787', '25788', '25789', '25790', '25791', '25792', '25793', '25794', '25795', '25796', '25797', '25798', '25799', '25800', '25801', '25802', '25803', '25804', '25805', '25806', '25807', '25808', '25809', '25810', '25811', '25812', '25813', '25814', '25815', '25816', '25817', '25818', '25819', '25820', '25821', '25822', '25823', '25824', '25825', '25826', '25827', '25828', '25829', '25830', '25831', '25832', '25833', '25834', '25835', '25836', '25837', '25838', '25839', '25840', '25841', '25842', '25843', '25844', '25845', '25846', '25847', '25848', '25849', '25850', '25851', '25852', '25853', '25854', '25855', '25856', '25857', '25858', '25859', '25860', '25861', '25862', '25863', '25864', '25865', '25866', '25867', '25868', '25869', '25870', '25871', '25872', '25873', '25874', '25875', '25876', '25877', '25878', '25879', '25880', '25881', '25882', '25883', '25884', '25885', '25886', '25887', '25888', '25889', '25890', '25891', '25892', '25893', '25894', '25895', '25896', '25897', '25898', '25899', '25900', '25901', '25902', '25903', '25904', '25905', '25906', '25907', '25908', '25909', '25910', '25911', '25912', '25913', '25914', '25915', '25916', '25917', '25918', '25919', '25920', '25921', '25922', '25923', '25924', '25925', '25926', '25927', '25928', '25929', '25930', '25931', '25932', '25933', '25934', '25935', '25936', '25937', '25938', '25939', '25940', '25941', '25942', '25943', '25944', '25945', '25946', '25947', '25948', '25949', '25950', '25951', '25952', '25953', '25954', '25955', '25956', '25957', '25958', '25959', '25960', '25961', '25962', '25963', '25964', '25965', '25966', '25967', '25968', '25969', '25970', '25971', '25972', '25973', '25974', '25975', '25976', '25977', '25978', '25979', '25980', '25981', '25982', '25983', '25984', '25985', '25986', '25987', '25988', '25989', '25990', '25991', '25992', '25993', '25994', '25995', '25996', '25997', '25998', '25999', '26000', '26001', '26002', '26003', '26004', '26005', '26006', '26007', '26008', '26009', '26010', '26011', '26012', '26013', '26014', '26015', '26016', '26017', '26018', '26019', '26020', '26021', '26022', '26023', '26024', '26025', '26026', '26027', '26028', '26029', '26030', '26031', '26032', '26033', '26034', '26035', '26036', '26037', '26038', '26039', '26040', '26041', '26042', '26043', '26044', '26045', '26046', '26047', '26048', '26049', '26050', '26051', '26052', '26053', '26054', '26055', '26056', '26057', '26058', '26059', '26060', '26061', '26062', '26063', '26064', '26065', '26066', '26067', '26068', '26069', '26070', '26071', '26072', '26073', '26074', '26075', '26076', '26077', '26078', '26079', '26080', '26081', '26082', '26083', '26084', '26085', '26086', '26087', '26088', '26089', '26090', '26091', '26092', '26093', '26094', '26095', '26096', '26097', '26098', '26099', '26100', '26101', '26102', '26103', '26104', '26105', '26106', '26107', '26108', '26109', '26110', '26111', '26112', '26113', '26114', '26115', '26116', '26117', '26118', '26119', '26120', '26121', '26122', '26123', '26124', '26125', '26126', '26127', '26128', '26129', '26130', '26131', '26132', '26133', '26134', '26135', '26136', '26137', '26138', '26139', '26140', '26141', '26142', '26143', '26144', '26145', '26146', '26147', '26148', '26149', '26150', '26151', '26152', '26153', '26154', '26155', '26156', '26157', '26158', '26159', '26160', '26161', '26162', '26163', '26164', '26165', '26166', '26167', '26168', '26169', '26170', '26171', '26172', '26173', '26174', '26175', '26176', '26177', '26178', '26179', '26180', '26181', '26182', '26183', '26184', '26185', '26186', '26187', '26188', '26189', '26190', '26191', '26192', '26193', '26194', '26195', '26196', '26197', '26198', '26199', '26200', '26201', '26202', '26203', '26204', '26205', '26206', '26207', '26208', '26209', '26210', '26211', '26212', '26213', '26214', '26215', '26216', '26217', '26218', '26219', '26220', '26221', '26222', '26223', '26224', '26225', '26226', '26227', '26228', '26229', '26230', '26231', '26232', '26233', '26234', '26235', '26236', '26237', '26238', '26239', '26240', '26241', '26242', '26243', '26244', '26245', '26246', '26247', '26248', '26249', '26250', '26251', '26252', '26253', '26254', '26255', '26256', '26257', '26258', '26259', '26260', '26261', '26262', '26263', '26264', '26265', '26266', '26267', '26268', '26269', '26270', '26271', '26272', '26273', '26274', '26275', '26276', '26277', '26278', '26279', '26280', '26281', '26282', '26283', '26284', '26285', '26286', '26287', '26288', '26289', '26290', '26291', '26292', '26293', '26294', '26295', '26296', '26297', '26298', '26299', '26300', '26301', '26302', '26303', '26304', '26305', '26306', '26307', '26308', '26309', '26310', '26311', '26312', '26313', '26314', '26315', '26316', '26317', '26318', '26319', '26320', '26321', '26322', '26323', '26324', '26325', '26326', '26327', '26328', '26329', '26330', '26331', '26332', '26333', '26334', '26335', '26336', '26337', '26338', '26339', '26340', '26341', '26342', '26343', '26344', '26345', '26346', '26347', '26348', '26349', '26350', '26351', '26352', '26353', '26354', '26355', '26356', '26357', '26358', '26359', '26360', '26361', '26362', '26363', '26364', '26365', '26366', '26367', '26368', '26369', '26370', '26371', '26372', '26373', '26374', '26375', '26376', '26377', '26378', '26379', '26380', '26381', '26382', '26383', '26384', '26385', '26386', '26387', '26388', '26389', '26390', '26391', '26392', '26393', '26394', '26395', '26396', '26397', '26398', '26399', '26400', '26401', '26402', '26403', '26404', '26405', '26406', '26407', '26408', '26409', '26410', '26411', '26412', '26413', '26414', '26415', '26416', '26417', '26418', '26419', '26420', '26421', '26422', '26423', '26424', '26425', '26426', '26427', '26428', '26429', '26430', '26431', '26432', '26433', '26434', '26435', '26436', '26437', '26438', '26439', '26440', '26441', '26442', '26443', '26444', '26445', '26446', '26447', '26448', '26449', '26450', '26451', '26452', '26453', '26454', '26455', '26456', '26457', '26458', '26459', '26460', '26461', '26462', '26463', '26464', '26465', '26466', '26467', '26468', '26469', '26470', '26471', '26472', '26473', '26474', '26475', '26476', '26477', '26478', '26479', '26480', '26481', '26482', '26483', '26484', '26485', '26486', '26487', '26488', '26489', '26490', '26491', '26492', '26493', '26494', '26495', '26496', '26497', '26498', '26499', '26500', '26501', '26502', '26503', '26504', '26505', '26506', '26507', '26508', '26509', '26510', '26511', '26512', '26513', '26514', '26515', '26516', '26517', '26518', '26519', '26520', '26521', '26522', '26523', '26524', '26525', '26526', '26527', '26528', '26529', '26530', '26531', '26532', '26533', '26534', '26535', '26536', '26537', '26538', '26539', '26540', '26541', '26542', '26543', '26544', '26545', '26546', '26547', '26548', '26549', '26550', '26551', '26552', '26553', '26554', '26555', '26556', '26557', '26558', '26559', '26560', '26561', '26562', '26563', '26564', '26565', '26566', '26567', '26568', '26569', '26570', '26571', '26572', '26573', '26574', '26575', '26576', '26577', '26578', '26579', '26580', '26581', '26582', '26583', '26584', '26585', '26586', '26587', '26588', '26589', '26590', '26591', '26592', '26593', '26594', '26595', '26596', '26597', '26598', '26599', '26600', '26601', '26602', '26603', '26604', '26605', '26606', '26607', '26608', '26609', '26610', '26611', '26612', '26613', '26614', '26615', '26616', '26617', '26618', '26619', '26620', '26621', '26622', '26623', '26624', '26625', '26626', '26627', '26628', '26629', '26630', '26631', '26632', '26633', '26634', '26635', '26636', '26637', '26638', '26639', '26640', '26641', '26642', '26643', '26644', '26645', '26646', '26647', '26648', '26649', '26650', '26651', '26652', '26653', '26654', '26655', '26656', '26657', '26658', '26659', '26660', '26661', '26662', '26663', '26664', '26665', '26666', '26667', '26668', '26669', '26670', '26671', '26672', '26673', '26674', '26675', '26676', '26677', '26678', '26679', '26680', '26681', '26682', '26683', '26684', '26685', '26686', '26687', '26688', '26689', '26690', '26691', '26692', '26693', '26694', '26695', '26696', '26697', '26698', '26699', '26700', '26701', '26702', '26703', '26704', '26705', '26706', '26707', '26708', '26709', '26710', '26711', '26712', '26713', '26714', '26715', '26716', '26717', '26718', '26719', '26720', '26721', '26722', '26723', '26724', '26725', '26726', '26727', '26728', '26729', '26730', '26731', '26732', '26733', '26734', '26735', '26736', '26737', '26738', '26739', '26740', '26741', '26742', '26743', '26744', '26745', '26746', '26747', '26748', '26749', '26750', '26751', '26752', '26753', '26754', '26755', '26756', '26757', '26758', '26759', '26760', '26761', '26762', '26763', '26764', '26765', '26766', '26767', '26768', '26769', '26770', '26771', '26772', '26773', '26774', '26775', '26776', '26777', '26778', '26779', '26780', '26781', '26782', '26783', '26784', '26785', '26786', '26787', '26788', '26789', '26790', '26791', '26792', '26793', '26794', '26795', '26796', '26797', '26798', '26799', '26800', '26801', '26802', '26803', '26804', '26805', '26806', '26807', '26808', '26809', '26810', '26811', '26812', '26813', '26814', '26815', '26816', '26817', '26818', '26819', '26820', '26821', '26822', '26823', '26824', '26825', '26826', '26827', '26828', '26829', '26830', '26831', '26832', '26833', '26834', '26835', '26836', '26837', '26838', '26839', '26840', '26841', '26842', '26843', '26844', '26845', '26846', '26847', '26848', '26849', '26850', '26851', '26852', '26853', '26854', '26855', '26856', '26857', '26858', '26859', '26860', '26861', '26862', '26863', '26864', '26865', '26866', '26867', '26868', '26869', '26870', '26871', '26872', '26873', '26874', '26875', '26876', '26877', '26878', '26879', '26880', '26881', '26882', '26883', '26884', '26885', '26886', '26887', '26888', '26889', '26890', '26891', '26892', '26893', '26894', '26895', '26896', '26897', '26898', '26899', '26900', '26901', '26902', '26903', '26904', '26905', '26906', '26907', '26908', '26909', '26910', '26911', '26912', '26913', '26914', '26915', '26916', '26917', '26918', '26919', '26920', '26921', '26922', '26923', '26924', '26925', '26926', '26927', '26928', '26929', '26930', '26931', '26932', '26933', '26934', '26935', '26936', '26937', '26938', '26939', '26940', '26941', '26942', '26943', '26944', '26945', '26946', '26947', '26948', '26949', '26950', '26951', '26952', '26953', '26954', '26955', '26956', '26957', '26958', '26959', '26960', '26961', '26962', '26963', '26964', '26965', '26966', '26967', '26968', '26969', '26970', '26971', '26972', '26973', '26974', '26975', '26976', '26977', '26978', '26979', '26980', '26981', '26982', '26983', '26984', '26985', '26986', '26987', '26988', '26989', '26990', '26991', '26992', '26993', '26994', '26995', '26996', '26997', '26998', '26999', '27000', '27001', '27002', '27003', '27004', '27005', '27006', '27007', '27008', '27009', '27010', '27011', '27012', '27013', '27014', '27015', '27016', '27017', '27018', '27019', '27020', '27021', '27022', '27023', '27024', '27025', '27026', '27027', '27028', '27029', '27030', '27031', '27032', '27033', '27034', '27035', '27036', '27037', '27038', '27039', '27040', '27041', '27042', '27043', '27044', '27045', '27046', '27047', '27048', '27049', '27050', '27051', '27052', '27053', '27054', '27055', '27056', '27057', '27058', '27059', '27060', '27061', '27062', '27063', '27064', '27065', '27066', '27067', '27068', '27069', '27070', '27071', '27072', '27073', '27074', '27075', '27076', '27077', '27078', '27079', '27080', '27081', '27082', '27083', '27084', '27085', '27086', '27087', '27088', '27089', '27090', '27091', '27092', '27093', '27094', '27095', '27096', '27097', '27098', '27099', '27100', '27101', '27102', '27103', '27104', '27105', '27106', '27107', '27108', '27109', '27110', '27111', '27112', '27113', '27114', '27115', '27116', '27117', '27118', '27119', '27120', '27121', '27122', '27123', '27124', '27125', '27126', '27127', '27128', '27129', '27130', '27131', '27132', '27133', '27134', '27135', '27136', '27137', '27138', '27139', '27140', '27141', '27142', '27143', '27144', '27145', '27146', '27147', '27148', '27149', '27150', '27151', '27152', '27153', '27154', '27155', '27156', '27157', '27158', '27159', '27160', '27161', '27162', '27163', '27164', '27165', '27166', '27167', '27168', '27169', '27170', '27171', '27172', '27173', '27174', '27175', '27176', '27177', '27178', '27179', '27180', '27181', '27182', '27183', '27184', '27185', '27186', '27187', '27188', '27189', '27190', '27191', '27192', '27193', '27194', '27195', '27196', '27197', '27198', '27199', '27200', '27201', '27202', '27203', '27204', '27205', '27206', '27207', '27208', '27209', '27210', '27211', '27212', '27213', '27214', '27215', '27216', '27217', '27218', '27219', '27220', '27221', '27222', '27223', '27224', '27225', '27226', '27227', '27228', '27229', '27230', '27231', '27232', '27233', '27234', '27235', '27236', '27237', '27238', '27239', '27240', '27241', '27242', '27243', '27244', '27245', '27246', '27247', '27248', '27249', '27250', '27251', '27252', '27253', '27254', '27255', '27256', '27257', '27258', '27259', '27260', '27261', '27262', '27263', '27264', '27265', '27266', '27267', '27268', '27269', '27270', '27271', '27272', '27273', '27274', '27275', '27276', '27277', '27278', '27279', '27280', '27281', '27282', '27283', '27284', '27285', '27286', '27287', '27288', '27289', '27290', '27291', '27292', '27293', '27294', '27295', '27296', '27297', '27298', '27299', '27300', '27301', '27302', '27303', '27304', '27305', '27306', '27307', '27308', '27309', '27310', '27311', '27312', '27313', '27314', '27315', '27316', '27317', '27318', '27319', '27320', '27321', '27322', '27323', '27324', '27325', '27326', '27327', '27328', '27329', '27330', '27331', '27332', '27333', '27334', '27335', '27336', '27337', '27338', '27339', '27340', '27341', '27342', '27343', '27344', '27345', '27346', '27347', '27348', '27349', '27350', '27351', '27352', '27353', '27354', '27355', '27356', '27357', '27358', '27359', '27360', '27361', '27362', '27363', '27364', '27365', '27366', '27367', '27368', '27369', '27370', '27371', '27372', '27373', '27374', '27375', '27376', '27377', '27378', '27379', '27380', '27381', '27382', '27383', '27384', '27385', '27386', '27387', '27388', '27389', '27390', '27391', '27392', '27393', '27394', '27395', '27396', '27397', '27398', '27399', '27400', '27401', '27402', '27403', '27404', '27405', '27406', '27407', '27408', '27409', '27410', '27411', '27412', '27413', '27414', '27415', '27416', '27417', '27418', '27419', '27420', '27421', '27422', '27423', '27424', '27425', '27426', '27427', '27428', '27429', '27430', '27431', '27432', '27433', '27434', '27435', '27436', '27437', '27438', '27439', '27440', '27441', '27442', '27443', '27444', '27445', '27446', '27447', '27448', '27449', '27450', '27451', '27452', '27453', '27454', '27455', '27456', '27457', '27458', '27459', '27460', '27461', '27462', '27463', '27464', '27465', '27466', '27467', '27468', '27469', '27470', '27471', '27472', '27473', '27474', '27475', '27476', '27477', '27478', '27479', '27480', '27481', '27482', '27483', '27484', '27485', '27486', '27487', '27488', '27489', '27490', '27491', '27492', '27493', '27494', '27495', '27496', '27497', '27498', '27499', '27500', '27501', '27502', '27503', '27504', '27505', '27506', '27507', '27508', '27509', '27510', '27511', '27512', '27513', '27514', '27515', '27516', '27517', '27518', '27519', '27520', '27521', '27522', '27523', '27524', '27525', '27526', '27527', '27528', '27529', '27530', '27531', '27532', '27533', '27534', '27535', '27536', '27537', '27538', '27539', '27540', '27541', '27542', '27543', '27544', '27545', '27546', '27547', '27548', '27549', '27550', '27551', '27552', '27553', '27554', '27555', '27556', '27557', '27558', '27559', '27560', '27561', '27562', '27563', '27564', '27565', '27566', '27567', '27568', '27569', '27570', '27571', '27572', '27573', '27574', '27575', '27576', '27577', '27578', '27579', '27580', '27581', '27582', '27583', '27584', '27585', '27586', '27587', '27588', '27589', '27590', '27591', '27592', '27593', '27594', '27595', '27596', '27597', '27598', '27599', '27600', '27601', '27602', '27603', '27604', '27605', '27606', '27607', '27608', '27609', '27610', '27611', '27612', '27613', '27614', '27615', '27616', '27617', '27618', '27619', '27620', '27621', '27622', '27623', '27624', '27625', '27626', '27627', '27628', '27629', '27630', '27631', '27632', '27633', '27634', '27635', '27636', '27637', '27638', '27639', '27640', '27641', '27642', '27643', '27644', '27645', '27646', '27647', '27648', '27649', '27650', '27651', '27652', '27653', '27654', '27655', '27656', '27657', '27658', '27659', '27660', '27661', '27662', '27663', '27664', '27665', '27666', '27667', '27668', '27669', '27670', '27671', '27672', '27673', '27674', '27675', '27676', '27677', '27678', '27679', '27680', '27681', '27682', '27683', '27684', '27685', '27686', '27687', '27688', '27689', '27690', '27691', '27692', '27693', '27694', '27695', '27696', '27697', '27698', '27699', '27700', '27701', '27702', '27703', '27704', '27705', '27706', '27707', '27708', '27709', '27710', '27711', '27712', '27713', '27714', '27715', '27716', '27717', '27718', '27719', '27720', '27721', '27722', '27723', '27724', '27725', '27726', '27727', '27728', '27729', '27730', '27731', '27732', '27733', '27734', '27735', '27736', '27737', '27738', '27739', '27740', '27741', '27742', '27743', '27744', '27745', '27746', '27747', '27748', '27749', '27750', '27751', '27752', '27753', '27754', '27755', '27756', '27757', '27758', '27759', '27760', '27761', '27762', '27763', '27764', '27765', '27766', '27767', '27768', '27769', '27770', '27771', '27772', '27773', '27774', '27775', '27776', '27777', '27778', '27779', '27780', '27781', '27782', '27783', '27784', '27785', '27786', '27787', '27788', '27789', '27790', '27791', '27792', '27793', '27794', '27795', '27796', '27797', '27798', '27799', '27800', '27801', '27802', '27803', '27804', '27805', '27806', '27807', '27808', '27809', '27810', '27811', '27812', '27813', '27814', '27815', '27816', '27817', '27818', '27819', '27820', '27821', '27822', '27823', '27824', '27825', '27826', '27827', '27828', '27829', '27830', '27831', '27832', '27833', '27834', '27835', '27836', '27837', '27838', '27839', '27840', '27841', '27842', '27843', '27844', '27845', '27846', '27847', '27848', '27849', '27850', '27851', '27852', '27853', '27854', '27855', '27856', '27857', '27858', '27859', '27860', '27861', '27862', '27863', '27864', '27865', '27866', '27867', '27868', '27869', '27870', '27871', '27872', '27873', '27874', '27875', '27876', '27877', '27878', '27879', '27880', '27881', '27882', '27883', '27884', '27885', '27886', '27887', '27888', '27889', '27890', '27891', '27892', '27893', '27894', '27895', '27896', '27897', '27898', '27899', '27900', '27901', '27902', '27903', '27904', '27905', '27906', '27907', '27908', '27909', '27910', '27911', '27912', '27913', '27914', '27915', '27916', '27917', '27918', '27919', '27920', '27921', '27922', '27923', '27924', '27925', '27926', '27927', '27928', '27929', '27930', '27931', '27932', '27933', '27934', '27935', '27936', '27937', '27938', '27939', '27940', '27941', '27942', '27943', '27944', '27945', '27946', '27947', '27948', '27949', '27950', '27951', '27952', '27953', '27954', '27955', '27956', '27957', '27958', '27959', '27960', '27961', '27962', '27963', '27964', '27965', '27966', '27967', '27968', '27969', '27970', '27971', '27972', '27973', '27974', '27975', '27976', '27977', '27978', '27979', '27980', '27981', '27982', '27983', '27984', '27985', '27986', '27987', '27988', '27989', '27990', '27991', '27992', '27993', '27994', '27995', '27996', '27997', '27998', '27999', '28000', '28001', '28002', '28003', '28004', '28005', '28006', '28007', '28008', '28009', '28010', '28011', '28012', '28013', '28014', '28015', '28016', '28017', '28018', '28019', '28020', '28021', '28022', '28023', '28024', '28025', '28026', '28027', '28028', '28029', '28030', '28031', '28032', '28033', '28034', '28035', '28036', '28037', '28038', '28039', '28040', '28041', '28042', '28043', '28044', '28045', '28046', '28047', '28048', '28049', '28050', '28051', '28052', '28053', '28054', '28055', '28056', '28057', '28058', '28059', '28060', '28061', '28062', '28063', '28064', '28065', '28066', '28067', '28068', '28069', '28070', '28071', '28072', '28073', '28074', '28075', '28076', '28077', '28078', '28079', '28080', '28081', '28082', '28083', '28084', '28085', '28086', '28087', '28088', '28089', '28090', '28091', '28092', '28093', '28094', '28095', '28096', '28097', '28098', '28099', '28100', '28101', '28102', '28103', '28104', '28105', '28106', '28107', '28108', '28109', '28110', '28111', '28112', '28113', '28114', '28115', '28116', '28117', '28118', '28119', '28120', '28121', '28122', '28123', '28124', '28125', '28126', '28127', '28128', '28129', '28130', '28131', '28132', '28133', '28134', '28135', '28136', '28137', '28138', '28139', '28140', '28141', '28142', '28143', '28144', '28145', '28146', '28147', '28148', '28149', '28150', '28151', '28152', '28153', '28154', '28155', '28156', '28157', '28158', '28159', '28160', '28161', '28162', '28163', '28164', '28165', '28166', '28167', '28168', '28169', '28170', '28171', '28172', '28173', '28174', '28175', '28176', '28177', '28178', '28179', '28180', '28181', '28182', '28183', '28184', '28185', '28186', '28187', '28188', '28189', '28190', '28191', '28192', '28193', '28194', '28195', '28196', '28197', '28198', '28199', '28200', '28201', '28202', '28203', '28204', '28205', '28206', '28207', '28208', '28209', '28210', '28211', '28212', '28213', '28214', '28215', '28216', '28217', '28218', '28219', '28220', '28221', '28222', '28223', '28224', '28225', '28226', '28227', '28228', '28229', '28230', '28231', '28232', '28233', '28234', '28235', '28236', '28237', '28238', '28239', '28240', '28241', '28242', '28243', '28244', '28245', '28246', '28247', '28248', '28249', '28250', '28251', '28252', '28253', '28254', '28255', '28256', '28257', '28258', '28259', '28260', '28261', '28262', '28263', '28264', '28265', '28266', '28267', '28268', '28269', '28270', '28271', '28272', '28273', '28274', '28275', '28276', '28277', '28278', '28279', '28280', '28281', '28282', '28283', '28284', '28285', '28286', '28287', '28288', '28289', '28290', '28291', '28292', '28293', '28294', '28295', '28296', '28297', '28298', '28299', '28300', '28301', '28302', '28303', '28304', '28305', '28306', '28307', '28308', '28309', '28310', '28311', '28312', '28313', '28314', '28315', '28316', '28317', '28318', '28319', '28320', '28321', '28322', '28323', '28324', '28325', '28326', '28327', '28328', '28329', '28330', '28331', '28332', '28333', '28334', '28335', '28336', '28337', '28338', '28339', '28340', '28341', '28342', '28343', '28344', '28345', '28346', '28347', '28348', '28349', '28350', '28351', '28352', '28353', '28354', '28355', '28356', '28357', '28358', '28359', '28360', '28361', '28362', '28363', '28364', '28365', '28366', '28367', '28368', '28369', '28370', '28371', '28372', '28373', '28374', '28375', '28376', '28377', '28378', '28379', '28380', '28381', '28382', '28383', '28384', '28385', '28386', '28387', '28388', '28389', '28390', '28391', '28392', '28393', '28394', '28395', '28396', '28397', '28398', '28399', '28400', '28401', '28402', '28403', '28404', '28405', '28406', '28407', '28408', '28409', '28410', '28411', '28412', '28413', '28414', '28415', '28416', '28417', '28418', '28419', '28420', '28421', '28422', '28423', '28424', '28425', '28426', '28427', '28428', '28429', '28430', '28431', '28432', '28433', '28434', '28435', '28436', '28437', '28438', '28439', '28440', '28441', '28442', '28443', '28444', '28445', '28446', '28447', '28448', '28449', '28450', '28451', '28452', '28453', '28454', '28455', '28456', '28457', '28458', '28459', '28460', '28461', '28462', '28463', '28464', '28465', '28466', '28467', '28468', '28469', '28470', '28471', '28472', '28473', '28474', '28475', '28476', '28477', '28478', '28479', '28480', '28481', '28482', '28483', '28484', '28485', '28486', '28487', '28488', '28489', '28490', '28491', '28492', '28493', '28494', '28495', '28496', '28497', '28498', '28499', '28500', '28501', '28502', '28503', '28504', '28505', '28506', '28507', '28508', '28509', '28510', '28511', '28512', '28513', '28514', '28515', '28516', '28517', '28518', '28519', '28520', '28521', '28522', '28523', '28524', '28525', '28526', '28527', '28528', '28529', '28530', '28531', '28532', '28533', '28534', '28535', '28536', '28537', '28538', '28539', '28540', '28541', '28542', '28543', '28544', '28545', '28546', '28547', '28548', '28549', '28550', '28551', '28552', '28553', '28554', '28555', '28556', '28557', '28558', '28559', '28560', '28561', '28562', '28563', '28564', '28565', '28566', '28567', '28568', '28569', '28570', '28571', '28572', '28573', '28574', '28575', '28576', '28577', '28578', '28579', '28580', '28581', '28582', '28583', '28584', '28585', '28586', '28587', '28588', '28589', '28590', '28591', '28592', '28593', '28594', '28595', '28596', '28597', '28598', '28599', '28600', '28601', '28602', '28603', '28604', '28605', '28606', '28607', '28608', '28609', '28610', '28611', '28612', '28613', '28614', '28615', '28616', '28617', '28618', '28619', '28620', '28621', '28622', '28623', '28624', '28625', '28626', '28627', '28628', '28629', '28630', '28631', '28632', '28633', '28634', '28635', '28636', '28637', '28638', '28639', '28640', '28641', '28642', '28643', '28644', '28645', '28646', '28647', '28648', '28649', '28650', '28651', '28652', '28653', '28654', '28655', '28656', '28657', '28658', '28659', '28660', '28661', '28662', '28663', '28664', '28665', '28666', '28667', '28668', '28669', '28670', '28671', '28672', '28673', '28674', '28675', '28676', '28677', '28678', '28679', '28680', '28681', '28682', '28683', '28684', '28685', '28686', '28687', '28688', '28689', '28690', '28691', '28692', '28693', '28694', '28695', '28696', '28697', '28698', '28699', '28700', '28701', '28702', '28703', '28704', '28705', '28706', '28707', '28708', '28709', '28710', '28711', '28712', '28713', '28714', '28715', '28716', '28717', '28718', '28719', '28720', '28721', '28722', '28723', '28724', '28725', '28726', '28727', '28728', '28729', '28730', '28731', '28732', '28733', '28734', '28735', '28736', '28737', '28738', '28739', '28740', '28741', '28742', '28743', '28744', '28745', '28746', '28747', '28748', '28749', '28750', '28751', '28752', '28753', '28754', '28755', '28756', '28757', '28758', '28759', '28760', '28761', '28762', '28763', '28764', '28765', '28766', '28767', '28768', '28769', '28770', '28771', '28772', '28773', '28774', '28775', '28776', '28777', '28778', '28779', '28780', '28781', '28782', '28783', '28784', '28785', '28786', '28787', '28788', '28789', '28790', '28791', '28792', '28793', '28794', '28795', '28796', '28797', '28798', '28799', '28800', '28801', '28802', '28803', '28804', '28805', '28806', '28807', '28808', '28809', '28810', '28811', '28812', '28813', '28814', '28815', '28816', '28817', '28818', '28819', '28820', '28821', '28822', '28823', '28824', '28825', '28826', '28827', '28828', '28829', '28830', '28831', '28832', '28833', '28834', '28835', '28836', '28837', '28838', '28839', '28840', '28841', '28842', '28843', '28844', '28845', '28846', '28847', '28848', '28849', '28850', '28851', '28852', '28853', '28854', '28855', '28856', '28857', '28858', '28859', '28860', '28861', '28862', '28863', '28864', '28865', '28866', '28867', '28868', '28869', '28870', '28871', '28872', '28873', '28874', '28875', '28876', '28877', '28878', '28879', '28880', '28881', '28882', '28883', '28884', '28885', '28886', '28887', '28888', '28889', '28890', '28891', '28892', '28893', '28894', '28895', '28896', '28897', '28898', '28899', '28900', '28901', '28902', '28903', '28904', '28905', '28906', '28907', '28908', '28909', '28910', '28911', '28912', '28913', '28914', '28915', '28916', '28917', '28918', '28919', '28920', '28921', '28922', '28923', '28924', '28925', '28926', '28927', '28928', '28929', '28930', '28931', '28932', '28933', '28934', '28935', '28936', '28937', '28938', '28939', '28940', '28941', '28942', '28943', '28944', '28945', '28946', '28947', '28948', '28949', '28950', '28951', '28952', '28953', '28954', '28955', '28956', '28957', '28958', '28959', '28960', '28961', '28962', '28963', '28964', '28965', '28966', '28967', '28968', '28969', '28970', '28971', '28972', '28973', '28974', '28975', '28976', '28977', '28978', '28979', '28980', '28981', '28982', '28983', '28984', '28985', '28986', '28987', '28988', '28989', '28990', '28991', '28992', '28993', '28994', '28995', '28996', '28997', '28998', '28999', '29000', '29001', '29002', '29003', '29004', '29005', '29006', '29007', '29008', '29009', '29010', '29011', '29012', '29013', '29014', '29015', '29016', '29017', '29018', '29019', '29020', '29021', '29022', '29023', '29024', '29025', '29026', '29027', '29028', '29029', '29030', '29031', '29032', '29033', '29034', '29035', '29036', '29037', '29038', '29039', '29040', '29041', '29042', '29043', '29044', '29045', '29046', '29047', '29048', '29049', '29050', '29051', '29052', '29053', '29054', '29055', '29056', '29057', '29058', '29059', '29060', '29061', '29062', '29063', '29064', '29065', '29066', '29067', '29068', '29069', '29070', '29071', '29072', '29073', '29074', '29075', '29076', '29077', '29078', '29079', '29080', '29081', '29082', '29083', '29084', '29085', '29086', '29087', '29088', '29089', '29090', '29091', '29092', '29093', '29094', '29095', '29096', '29097', '29098', '29099', '29100', '29101', '29102', '29103', '29104', '29105', '29106', '29107', '29108', '29109', '29110', '29111', '29112', '29113', '29114', '29115', '29116', '29117', '29118', '29119', '29120', '29121', '29122', '29123', '29124', '29125', '29126', '29127', '29128', '29129', '29130', '29131', '29132', '29133', '29134', '29135', '29136', '29137', '29138', '29139', '29140', '29141', '29142', '29143', '29144', '29145', '29146', '29147', '29148', '29149', '29150', '29151', '29152', '29153', '29154', '29155', '29156', '29157', '29158', '29159', '29160', '29161', '29162', '29163', '29164', '29165', '29166', '29167', '29168', '29169', '29170', '29171', '29172', '29173', '29174', '29175', '29176', '29177', '29178', '29179', '29180', '29181', '29182', '29183', '29184', '29185', '29186', '29187', '29188', '29189', '29190', '29191', '29192', '29193', '29194', '29195', '29196', '29197', '29198', '29199', '29200', '29201', '29202', '29203', '29204', '29205', '29206', '29207', '29208', '29209', '29210', '29211', '29212', '29213', '29214', '29215', '29216', '29217', '29218', '29219', '29220', '29221', '29222', '29223', '29224', '29225', '29226', '29227', '29228', '29229', '29230', '29231', '29232', '29233', '29234', '29235', '29236', '29237', '29238', '29239', '29240', '29241', '29242', '29243', '29244', '29245', '29246', '29247', '29248', '29249', '29250', '29251', '29252', '29253', '29254', '29255', '29256', '29257', '29258', '29259', '29260', '29261', '29262', '29263', '29264', '29265', '29266', '29267', '29268', '29269', '29270', '29271', '29272', '29273', '29274', '29275', '29276', '29277', '29278', '29279', '29280', '29281', '29282', '29283', '29284', '29285', '29286', '29287', '29288', '29289', '29290', '29291', '29292', '29293', '29294', '29295', '29296', '29297', '29298', '29299', '29300', '29301', '29302', '29303', '29304', '29305', '29306', '29307', '29308', '29309', '29310', '29311', '29312', '29313', '29314', '29315', '29316', '29317', '29318', '29319', '29320', '29321', '29322', '29323', '29324', '29325', '29326', '29327', '29328', '29329', '29330', '29331', '29332', '29333', '29334', '29335', '29336', '29337', '29338', '29339', '29340', '29341', '29342', '29343', '29344', '29345', '29346', '29347', '29348', '29349', '29350', '29351', '29352', '29353', '29354', '29355', '29356', '29357', '29358', '29359', '29360', '29361', '29362', '29363', '29364', '29365', '29366', '29367', '29368', '29369', '29370', '29371', '29372', '29373', '29374', '29375', '29376', '29377', '29378', '29379', '29380', '29381', '29382', '29383', '29384', '29385', '29386', '29387', '29388', '29389', '29390', '29391', '29392', '29393', '29394', '29395', '29396', '29397', '29398', '29399', '29400', '29401', '29402', '29403', '29404', '29405', '29406', '29407', '29408', '29409', '29410', '29411', '29412', '29413', '29414', '29415', '29416', '29417', '29418', '29419', '29420', '29421', '29422', '29423', '29424', '29425', '29426', '29427', '29428', '29429', '29430', '29431', '29432', '29433', '29434', '29435', '29436', '29437', '29438', '29439', '29440', '29441', '29442', '29443', '29444', '29445', '29446', '29447', '29448', '29449', '29450', '29451', '29452', '29453', '29454', '29455', '29456', '29457', '29458', '29459', '29460', '29461', '29462', '29463', '29464', '29465', '29466', '29467', '29468', '29469', '29470', '29471', '29472', '29473', '29474', '29475', '29476', '29477', '29478', '29479', '29480', '29481', '29482', '29483', '29484', '29485', '29486', '29487', '29488', '29489', '29490', '29491', '29492', '29493', '29494', '29495', '29496', '29497', '29498', '29499', '29500', '29501', '29502', '29503', '29504', '29505', '29506', '29507', '29508', '29509', '29510', '29511', '29512', '29513', '29514', '29515', '29516', '29517', '29518', '29519', '29520', '29521', '29522', '29523', '29524', '29525', '29526', '29527', '29528', '29529', '29530', '29531', '29532', '29533', '29534', '29535', '29536', '29537', '29538', '29539', '29540', '29541', '29542', '29543', '29544', '29545', '29546', '29547', '29548', '29549', '29550', '29551', '29552', '29553', '29554', '29555', '29556', '29557', '29558', '29559', '29560', '29561', '29562', '29563', '29564', '29565', '29566', '29567', '29568', '29569', '29570', '29571', '29572', '29573', '29574', '29575', '29576', '29577', '29578', '29579', '29580', '29581', '29582', '29583', '29584', '29585', '29586', '29587', '29588', '29589', '29590', '29591', '29592', '29593', '29594', '29595', '29596', '29597', '29598', '29599', '29600', '29601', '29602', '29603', '29604', '29605', '29606', '29607', '29608', '29609', '29610', '29611', '29612', '29613', '29614', '29615', '29616', '29617', '29618', '29619', '29620', '29621', '29622', '29623', '29624', '29625', '29626', '29627', '29628', '29629', '29630', '29631', '29632', '29633', '29634', '29635', '29636', '29637', '29638', '29639', '29640', '29641', '29642', '29643', '29644', '29645', '29646', '29647', '29648', '29649', '29650', '29651', '29652', '29653', '29654', '29655', '29656', '29657', '29658', '29659', '29660', '29661', '29662', '29663', '29664', '29665', '29666', '29667', '29668', '29669', '29670', '29671', '29672', '29673', '29674', '29675', '29676', '29677', '29678', '29679', '29680', '29681', '29682', '29683', '29684', '29685', '29686', '29687', '29688', '29689', '29690', '29691', '29692', '29693', '29694', '29695', '29696', '29697', '29698', '29699', '29700', '29701', '29702', '29703', '29704', '29705', '29706', '29707', '29708', '29709', '29710', '29711', '29712', '29713', '29714', '29715', '29716', '29717', '29718', '29719', '29720', '29721', '29722', '29723', '29724', '29725', '29726', '29727', '29728', '29729', '29730', '29731', '29732', '29733', '29734', '29735', '29736', '29737', '29738', '29739', '29740', '29741', '29742', '29743', '29744', '29745', '29746', '29747', '29748', '29749', '29750', '29751', '29752', '29753', '29754', '29755', '29756', '29757', '29758', '29759', '29760', '29761', '29762', '29763', '29764', '29765', '29766', '29767', '29768', '29769', '29770', '29771', '29772', '29773', '29774', '29775', '29776', '29777', '29778', '29779', '29780', '29781', '29782', '29783', '29784', '29785', '29786', '29787', '29788', '29789', '29790', '29791', '29792', '29793', '29794', '29795', '29796', '29797', '29798', '29799', '29800', '29801', '29802', '29803', '29804', '29805', '29806', '29807', '29808', '29809', '29810', '29811', '29812', '29813', '29814', '29815', '29816', '29817', '29818', '29819', '29820', '29821', '29822', '29823', '29824', '29825', '29826', '29827', '29828', '29829', '29830', '29831', '29832', '29833', '29834', '29835', '29836', '29837', '29838', '29839', '29840', '29841', '29842', '29843', '29844', '29845', '29846', '29847', '29848', '29849', '29850', '29851', '29852', '29853', '29854', '29855', '29856', '29857', '29858', '29859', '29860', '29861', '29862', '29863', '29864', '29865', '29866', '29867', '29868', '29869', '29870', '29871', '29872', '29873', '29874', '29875', '29876', '29877', '29878', '29879', '29880', '29881', '29882', '29883', '29884', '29885', '29886', '29887', '29888', '29889', '29890', '29891', '29892', '29893', '29894', '29895', '29896', '29897', '29898', '29899', '29900', '29901', '29902', '29903', '29904', '29905', '29906', '29907', '29908', '29909', '29910', '29911', '29912', '29913', '29914', '29915', '29916', '29917', '29918', '29919', '29920', '29921', '29922', '29923', '29924', '29925', '29926', '29927', '29928', '29929', '29930', '29931', '29932', '29933', '29934', '29935', '29936', '29937', '29938', '29939', '29940', '29941', '29942', '29943', '29944', '29945', '29946', '29947', '29948', '29949', '29950', '29951', '29952', '29953', '29954', '29955', '29956', '29957', '29958', '29959', '29960', '29961', '29962', '29963', '29964', '29965', '29966', '29967', '29968', '29969', '29970', '29971', '29972', '29973', '29974', '29975', '29976', '29977', '29978', '29979', '29980', '29981', '29982', '29983', '29984', '29985', '29986', '29987', '29988', '29989', '29990', '29991', '29992', '29993', '29994', '29995', '29996', '29997', '29998', '29999', '30000', '30001', '30002', '30003', '30004', '30005', '30006', '30007', '30008', '30009', '30010', '30011', '30012', '30013', '30014', '30015', '30016', '30017', '30018', '30019', '30020', '30021', '30022', '30023', '30024', '30025', '30026', '30027', '30028', '30029', '30030', '30031', '30032', '30033', '30034', '30035', '30036', '30037', '30038', '30039', '30040', '30041', '30042', '30043', '30044', '30045', '30046', '30047', '30048', '30049', '30050', '30051', '30052', '30053', '30054', '30055', '30056', '30057', '30058', '30059', '30060', '30061', '30062', '30063', '30064', '30065', '30066', '30067', '30068', '30069', '30070', '30071', '30072', '30073', '30074', '30075', '30076', '30077', '30078', '30079', '30080', '30081', '30082', '30083', '30084', '30085', '30086', '30087', '30088', '30089', '30090', '30091', '30092', '30093', '30094', '30095', '30096', '30097', '30098', '30099', '30100', '30101', '30102', '30103', '30104', '30105', '30106', '30107', '30108', '30109', '30110', '30111', '30112', '30113', '30114', '30115', '30116', '30117', '30118', '30119', '30120', '30121', '30122', '30123', '30124', '30125', '30126', '30127', '30128', '30129', '30130', '30131', '30132', '30133', '30134', '30135', '30136', '30137', '30138', '30139', '30140', '30141', '30142', '30143', '30144', '30145', '30146', '30147', '30148', '30149', '30150', '30151', '30152', '30153', '30154', '30155', '30156', '30157', '30158', '30159', '30160', '30161', '30162', '30163', '30164', '30165', '30166', '30167', '30168', '30169', '30170', '30171', '30172', '30173', '30174', '30175', '30176', '30177', '30178', '30179', '30180', '30181', '30182', '30183', '30184', '30185', '30186', '30187', '30188', '30189', '30190', '30191', '30192', '30193', '30194', '30195', '30196', '30197', '30198', '30199', '30200', '30201', '30202', '30203', '30204', '30205', '30206', '30207', '30208', '30209', '30210', '30211', '30212', '30213', '30214', '30215', '30216', '30217', '30218', '30219', '30220', '30221', '30222', '30223', '30224', '30225', '30226', '30227', '30228', '30229', '30230', '30231', '30232', '30233', '30234', '30235', '30236', '30237', '30238', '30239', '30240', '30241', '30242', '30243', '30244', '30245', '30246', '30247', '30248', '30249', '30250', '30251', '30252', '30253', '30254', '30255', '30256', '30257', '30258', '30259', '30260', '30261', '30262', '30263', '30264', '30265', '30266', '30267', '30268', '30269', '30270', '30271', '30272', '30273', '30274', '30275', '30276', '30277', '30278', '30279', '30280', '30281', '30282', '30283', '30284', '30285', '30286', '30287', '30288', '30289', '30290', '30291', '30292', '30293', '30294', '30295', '30296', '30297', '30298', '30299', '30300', '30301', '30302', '30303', '30304', '30305', '30306', '30307', '30308', '30309', '30310', '30311', '30312', '30313', '30314', '30315', '30316', '30317', '30318', '30319', '30320', '30321', '30322', '30323', '30324', '30325', '30326', '30327', '30328', '30329', '30330', '30331', '30332', '30333', '30334', '30335', '30336', '30337', '30338', '30339', '30340', '30341', '30342', '30343', '30344', '30345', '30346', '30347', '30348', '30349', '30350', '30351', '30352', '30353', '30354', '30355', '30356', '30357', '30358', '30359', '30360', '30361', '30362', '30363', '30364', '30365', '30366', '30367', '30368', '30369', '30370', '30371', '30372', '30373', '30374', '30375', '30376', '30377', '30378', '30379', '30380', '30381', '30382', '30383', '30384', '30385', '30386', '30387', '30388', '30389', '30390', '30391', '30392', '30393', '30394', '30395', '30396', '30397', '30398', '30399', '30400', '30401', '30402', '30403', '30404', '30405', '30406', '30407', '30408', '30409', '30410', '30411', '30412', '30413', '30414', '30415', '30416', '30417', '30418', '30419', '30420', '30421', '30422', '30423', '30424', '30425', '30426', '30427', '30428', '30429', '30430', '30431', '30432', '30433', '30434', '30435', '30436', '30437', '30438', '30439', '30440', '30441', '30442', '30443', '30444', '30445', '30446', '30447', '30448', '30449', '30450', '30451', '30452', '30453', '30454', '30455', '30456', '30457', '30458', '30459', '30460', '30461', '30462', '30463', '30464', '30465', '30466', '30467', '30468', '30469', '30470', '30471', '30472', '30473', '30474', '30475', '30476', '30477', '30478', '30479', '30480', '30481', '30482', '30483', '30484', '30485', '30486', '30487', '30488']\n"
     ]
    }
   ],
   "source": [
    "with open(\"test.csv\", \"r\") as f:\n",
    "    reader = csv.reader(f)\n",
    "    next(reader)  \n",
    "    rand_list_test = [row[0] for row in reader]\n",
    "\n",
    "print(rand_list_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = CustomDataset(train_image_path, df_train, rand_list_train, data_transforms['train'])\n",
    "test_dataset = CustomDataset(test_image_path, df_test, rand_list_test, data_transforms['test'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([[[ 2.2489,  2.2489,  2.2489,  ..., -0.8507,  0.0569, -0.1143],\n",
       "          [ 2.2489,  2.2489,  2.2489,  ..., -0.9877,  0.2453,  0.2453],\n",
       "          [ 2.2489,  2.2489,  2.2489,  ..., -0.7137,  0.3823,  0.2967],\n",
       "          ...,\n",
       "          [ 2.1462,  2.1804,  2.2489,  ...,  2.2489,  2.2489,  2.2489],\n",
       "          [ 2.1633,  2.2489,  2.2489,  ...,  2.2489,  2.2489,  2.2489],\n",
       "          [ 2.1804,  2.2489,  2.2489,  ...,  2.2489,  2.2489,  2.2489]],\n",
       " \n",
       "         [[ 0.5728,  0.5728,  0.5728,  ..., -0.6877,  0.2402, -0.0049],\n",
       "          [ 0.5728,  0.5728,  0.5728,  ..., -0.8277,  0.4328,  0.3627],\n",
       "          [ 0.5728,  0.5728,  0.5728,  ..., -0.5301,  0.5728,  0.4153],\n",
       "          ...,\n",
       "          [ 0.2227,  0.2577,  0.3978,  ...,  0.4328,  0.5378,  0.5553],\n",
       "          [ 0.2577,  0.3452,  0.5553,  ...,  0.5553,  0.5553,  0.6078],\n",
       "          [ 0.1877,  0.3803,  0.5728,  ...,  0.5903,  0.5728,  0.6429]],\n",
       " \n",
       "         [[-1.8044, -1.8044, -1.8044,  ..., -0.8458,  0.0779, -0.2358],\n",
       "          [-1.8044, -1.8044, -1.8044,  ..., -0.9853,  0.2696,  0.1825],\n",
       "          [-1.8044, -1.8044, -1.8044,  ..., -0.6890,  0.4091,  0.1999],\n",
       "          ...,\n",
       "          [-1.8044, -1.8044, -1.8044,  ..., -1.8044, -1.8044, -1.8044],\n",
       "          [-1.8044, -1.8044, -1.8044,  ..., -1.8044, -1.8044, -1.8044],\n",
       "          [-1.8044, -1.8044, -1.8044,  ..., -1.8044, -1.8044, -1.8044]]]),\n",
       " tensor(0))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_dataset[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "if SMALL_DATASET == False:\n",
    "    image, label = train_dataset[100]\n",
    "    plt.imshow(image.permute(1, 2, 0))\n",
    "    print(label)\n",
    "    print(values[1][label])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[[[-1.0048, -0.9705, -0.9534,  ...,  1.9407,  1.9235,  2.0092],\n",
       "           [-0.9705, -0.9705, -0.9363,  ...,  1.9235,  1.9235,  2.0092],\n",
       "           [-0.9534, -0.9534, -0.9363,  ...,  1.9235,  1.9235,  1.9407],\n",
       "           ...,\n",
       "           [-1.4500, -1.5699, -1.4843,  ...,  1.7180,  1.7009,  1.7009],\n",
       "           [-1.5014, -1.5528, -1.4329,  ...,  1.7009,  1.7009,  1.7180],\n",
       "           [-1.4843, -1.4672, -1.3644,  ...,  1.6838,  1.6838,  1.7009]],\n",
       " \n",
       "          [[-2.0357, -2.0357, -2.0357,  ...,  1.7983,  1.7633,  1.8508],\n",
       "           [-2.0357, -2.0357, -2.0357,  ...,  1.7633,  1.7633,  1.7983],\n",
       "           [-2.0357, -2.0357, -2.0357,  ...,  1.7633,  1.7633,  1.7808],\n",
       "           ...,\n",
       "           [-2.0357, -2.0357, -2.0357,  ...,  1.3782,  1.3782,  1.3782],\n",
       "           [-2.0357, -2.0357, -2.0357,  ...,  1.3782,  1.3782,  1.3782],\n",
       "           [-2.0357, -2.0357, -2.0357,  ...,  1.3606,  1.3606,  1.3782]],\n",
       " \n",
       "          [[-1.5953, -1.6127, -1.6127,  ...,  2.0474,  2.0474,  2.1171],\n",
       "           [-1.6127, -1.6127, -1.6302,  ...,  2.0125,  2.0125,  2.0300],\n",
       "           [-1.6302, -1.6302, -1.6302,  ...,  1.9603,  1.9603,  1.9777],\n",
       "           ...,\n",
       "           [-1.6302, -1.6650, -1.6302,  ...,  1.5594,  1.5420,  1.5420],\n",
       "           [-1.6476, -1.6476, -1.6476,  ...,  1.5420,  1.5420,  1.5594],\n",
       "           [-1.6302, -1.6302, -1.6824,  ...,  1.5420,  1.5420,  1.5420]]],\n",
       " \n",
       " \n",
       "         [[[ 1.2385,  1.2385,  1.2214,  ...,  1.2557,  1.2557,  1.2385],\n",
       "           [ 1.1872,  1.1872,  1.2385,  ...,  1.2557,  1.2557,  1.2557],\n",
       "           [ 1.1872,  1.1872,  1.2043,  ...,  1.2557,  1.2557,  1.2557],\n",
       "           ...,\n",
       "           [ 0.8961,  0.8961,  0.8961,  ..., -2.1179, -2.1179, -2.1179],\n",
       "           [ 0.8961,  0.8961,  0.8961,  ..., -2.1179, -2.1179, -2.1179],\n",
       "           [ 0.8789,  0.8789,  0.8961,  ..., -2.1179, -2.1179, -2.1179]],\n",
       " \n",
       "          [[ 0.3978,  0.3978,  0.3627,  ...,  0.6078,  0.6078,  0.5903],\n",
       "           [ 0.3978,  0.3978,  0.3978,  ...,  0.6078,  0.6078,  0.6078],\n",
       "           [ 0.3978,  0.3978,  0.4328,  ...,  0.6078,  0.6078,  0.6078],\n",
       "           ...,\n",
       "           [-0.8102, -0.8102, -0.8102,  ..., -2.0357, -2.0357, -2.0357],\n",
       "           [-0.8277, -0.8277, -0.8102,  ..., -2.0357, -2.0357, -2.0357],\n",
       "           [-0.8627, -0.8627, -0.8102,  ..., -2.0357, -2.0357, -2.0357]],\n",
       " \n",
       "          [[ 2.6400,  2.6400,  2.6400,  ...,  2.6400,  2.6400,  2.6400],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  2.6400,  2.6400,  2.6400],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  2.6400,  2.6400,  2.6400],\n",
       "           ...,\n",
       "           [ 2.6400,  2.6400,  2.6400,  ..., -1.8044, -1.8044, -1.8044],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ..., -1.8044, -1.8044, -1.8044],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ..., -1.8044, -1.8044, -1.8044]]],\n",
       " \n",
       " \n",
       "         [[[ 1.3413,  1.3413,  1.3413,  ..., -0.6281, -0.6109, -0.6965],\n",
       "           [ 1.3584,  1.3755,  1.3755,  ..., -0.6965, -0.6281, -0.6452],\n",
       "           [ 1.3584,  1.3584,  1.3584,  ..., -0.7650, -0.6794, -0.6794],\n",
       "           ...,\n",
       "           [ 1.3413,  1.3242,  1.3242,  ...,  0.5364,  0.5364,  0.5364],\n",
       "           [ 1.3584,  1.3755,  1.3242,  ...,  0.5364,  0.5364,  0.5364],\n",
       "           [ 1.3413,  1.3242,  1.2899,  ...,  0.5364,  0.5364,  0.5364]],\n",
       " \n",
       "          [[ 1.4482,  1.4482,  1.4482,  ..., -1.3004, -1.2654, -1.3004],\n",
       "           [ 1.4657,  1.4832,  1.4832,  ..., -1.3354, -1.3354, -1.2829],\n",
       "           [ 1.4657,  1.4657,  1.4657,  ..., -1.3704, -1.3179, -1.2479],\n",
       "           ...,\n",
       "           [ 1.4482,  1.4307,  1.3782,  ...,  0.6429,  0.6429,  0.6429],\n",
       "           [ 1.4657,  1.4307,  1.3782,  ...,  0.6604,  0.6604,  0.6604],\n",
       "           [ 1.3957,  1.3782,  1.3431,  ...,  0.6604,  0.6604,  0.6604]],\n",
       " \n",
       "          [[ 1.6988,  1.6988,  1.6988,  ..., -1.8044, -1.8044, -1.7696],\n",
       "           [ 1.7163,  1.7337,  1.7337,  ..., -1.8044, -1.8044, -1.8044],\n",
       "           [ 1.7163,  1.7163,  1.7163,  ..., -1.8044, -1.8044, -1.8044],\n",
       "           ...,\n",
       "           [ 0.0953,  0.0779,  0.0953,  ...,  0.3393,  0.3393,  0.3393],\n",
       "           [ 0.0953,  0.1476,  0.0779,  ...,  0.3393,  0.3393,  0.3393],\n",
       "           [ 0.1128,  0.0779,  0.0605,  ...,  0.3219,  0.3219,  0.3219]]],\n",
       " \n",
       " \n",
       "         ...,\n",
       " \n",
       " \n",
       "         [[[ 2.1633,  2.1633,  2.1633,  ...,  2.1290,  2.1119,  2.0948],\n",
       "           [ 2.1633,  2.1633,  2.1633,  ...,  2.0605,  1.8893,  1.3413],\n",
       "           [ 2.1633,  2.1633,  2.1633,  ...,  1.4440,  0.5364, -0.0629],\n",
       "           ...,\n",
       "           [-1.3815, -1.4158, -1.4500,  ..., -0.0116,  0.0056,  0.0398],\n",
       "           [-1.4158, -1.4672, -1.4500,  ...,  0.1254,  0.0912,  0.1254],\n",
       "           [-1.4158, -1.4672, -1.4500,  ...,  0.2453,  0.2453,  0.2624]],\n",
       " \n",
       "          [[ 2.3410,  2.3410,  2.3410,  ...,  2.3060,  2.2885,  2.2710],\n",
       "           [ 2.3410,  2.3410,  2.3410,  ...,  2.2360,  2.0609,  1.5007],\n",
       "           [ 2.3410,  2.3410,  2.3410,  ...,  1.6057,  0.6779,  0.0651],\n",
       "           ...,\n",
       "           [-1.3704, -1.3529, -1.3529,  ...,  0.0651,  0.0651,  0.1001],\n",
       "           [-1.3179, -1.3704, -1.3529,  ...,  0.1702,  0.1352,  0.1702],\n",
       "           [-1.3179, -1.3704, -1.3529,  ...,  0.2927,  0.2927,  0.3102]],\n",
       " \n",
       "          [[ 2.5529,  2.5529,  2.5529,  ...,  2.5180,  2.4831,  2.4657],\n",
       "           [ 2.5529,  2.5529,  2.5529,  ...,  2.4483,  2.2566,  1.6988],\n",
       "           [ 2.5529,  2.5529,  2.5529,  ...,  1.7860,  0.8622,  0.1999],\n",
       "           ...,\n",
       "           [-1.0550, -1.0898, -1.1247,  ...,  1.1411,  1.1411,  1.1934],\n",
       "           [-1.0898, -1.1421, -1.1247,  ...,  1.1934,  1.1759,  1.1934],\n",
       "           [-1.0898, -1.1421, -1.1247,  ...,  1.2805,  1.3154,  1.3328]]],\n",
       " \n",
       " \n",
       "         [[[ 2.2489,  2.2489,  2.2489,  ..., -1.7069, -1.8782, -2.0323],\n",
       "           [ 2.0263,  2.0263,  2.0263,  ..., -1.7069, -1.8782, -2.0323],\n",
       "           [ 1.2385,  1.2385,  1.2385,  ..., -1.7069, -1.8782, -2.0323],\n",
       "           ...,\n",
       "           [-1.9980, -1.9980, -1.9980,  ...,  1.7523,  1.7523,  1.7523],\n",
       "           [-1.9980, -1.9980, -1.9980,  ...,  1.7352,  1.7352,  1.7352],\n",
       "           [-1.9980, -1.9980, -1.9980,  ...,  1.7352,  1.7352,  1.7352]],\n",
       " \n",
       "          [[ 2.4286,  2.4286,  2.4286,  ..., -1.6155, -1.7906, -1.9482],\n",
       "           [ 2.2010,  2.2010,  2.2010,  ..., -1.6155, -1.7906, -1.9482],\n",
       "           [ 1.3957,  1.3957,  1.3957,  ..., -1.6155, -1.7906, -1.9482],\n",
       "           ...,\n",
       "           [-1.9132, -1.9132, -1.9132,  ...,  1.9209,  1.9209,  1.9209],\n",
       "           [-1.9132, -1.9132, -1.9132,  ...,  1.9034,  1.9034,  1.9034],\n",
       "           [-1.9132, -1.9132, -1.9132,  ...,  1.9034,  1.9034,  1.9034]],\n",
       " \n",
       "          [[ 2.6400,  2.6400,  2.6400,  ..., -1.3861, -1.5604, -1.7173],\n",
       "           [ 2.4134,  2.4134,  2.4134,  ..., -1.3861, -1.5604, -1.7173],\n",
       "           [ 1.6117,  1.6117,  1.6117,  ..., -1.3861, -1.5604, -1.7173],\n",
       "           ...,\n",
       "           [-1.6824, -1.6824, -1.6824,  ...,  2.1346,  2.1346,  2.1346],\n",
       "           [-1.6824, -1.6824, -1.6824,  ...,  2.1171,  2.1171,  2.1171],\n",
       "           [-1.6824, -1.6824, -1.6824,  ...,  2.1171,  2.1171,  2.1171]]],\n",
       " \n",
       " \n",
       "         [[[ 0.7419,  0.7419,  0.7419,  ...,  0.5364,  0.5022,  0.5193],\n",
       "           [ 0.7591,  0.7591,  0.7591,  ...,  0.6392,  0.4508,  0.5193],\n",
       "           [ 0.7591,  0.7591,  0.7591,  ...,  0.5536,  0.3994,  0.5364],\n",
       "           ...,\n",
       "           [ 1.8208,  1.8550,  1.8550,  ...,  2.2489,  2.1975,  1.7009],\n",
       "           [ 1.8379,  1.9235,  1.9920,  ...,  2.2489,  2.2147,  1.8037],\n",
       "           [ 1.8379,  1.8379,  1.8722,  ...,  2.2489,  2.2147,  2.1462]],\n",
       " \n",
       "          [[ 0.7829,  0.7829,  0.7829,  ...,  0.6078,  0.6254,  0.6078],\n",
       "           [ 0.8004,  0.8004,  0.8004,  ...,  0.6779,  0.5728,  0.6078],\n",
       "           [ 0.8004,  0.8004,  0.8004,  ...,  0.5903,  0.4678,  0.6078],\n",
       "           ...,\n",
       "           [ 0.7304,  0.6954,  0.5028,  ...,  0.3803,  0.3978, -0.0399],\n",
       "           [ 0.8179,  0.8179,  0.7304,  ...,  0.4678,  0.4328,  0.1527],\n",
       "           [ 0.8004,  0.7304,  0.6779,  ...,  0.4328,  0.4678,  0.5728]],\n",
       " \n",
       "          [[-0.3230, -0.3230, -0.3230,  ..., -0.3927, -0.4624, -0.4798],\n",
       "           [-0.3230, -0.3230, -0.3230,  ..., -0.3230, -0.5495, -0.4798],\n",
       "           [-0.3230, -0.3230, -0.3230,  ..., -0.3927, -0.6193, -0.4798],\n",
       "           ...,\n",
       "           [ 1.0888,  1.0714,  0.9145,  ...,  0.8448,  0.8971,  0.3916],\n",
       "           [ 1.1585,  1.2108,  1.1237,  ...,  0.9668,  0.9319,  0.6356],\n",
       "           [ 1.1411,  1.0888,  1.0017,  ...,  0.8971,  0.9145,  0.9842]]]]),\n",
       " tensor([1, 4, 3, 3, 3, 0, 2, 1, 4, 3, 3, 1, 0, 2, 3, 1, 2, 2, 4, 1, 4, 4, 4, 4,\n",
       "         3, 4, 1, 4, 2, 0, 3, 2])]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(train_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'train': 70213, 'val': 30205}\n"
     ]
    }
   ],
   "source": [
    "dataloaders = {'train': train_loader, 'val': test_loader}\n",
    "dataset_sizes = {'train': len(train_dataset), 'val': len(test_dataset)}\n",
    "print(dataset_sizes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[tensor([[[[ 0.8789,  0.8618,  0.8618,  ...,  1.1872,  1.1872,  1.1700],\n",
       "           [ 0.8618,  0.8789,  0.8789,  ...,  1.1700,  1.1700,  1.1700],\n",
       "           [ 0.8618,  0.8789,  0.8789,  ...,  1.1700,  1.1700,  1.1700],\n",
       "           ...,\n",
       "           [ 0.6906,  0.6906,  0.6906,  ...,  1.0331,  1.0331,  1.0331],\n",
       "           [ 0.6906,  0.6906,  0.6906,  ...,  1.0331,  1.0331,  1.0331],\n",
       "           [ 0.6906,  0.6906,  0.6906,  ...,  1.0331,  1.0331,  1.0331]],\n",
       " \n",
       "          [[ 1.0280,  1.0105,  1.0105,  ...,  1.0280,  1.0280,  0.9580],\n",
       "           [ 1.0105,  1.0280,  1.0280,  ...,  1.0105,  1.0105,  1.0105],\n",
       "           [ 1.0105,  1.0280,  1.0280,  ...,  1.0105,  1.0105,  1.0105],\n",
       "           ...,\n",
       "           [ 0.8354,  0.8354,  0.8354,  ...,  0.9580,  0.9580,  0.9580],\n",
       "           [ 0.8354,  0.8354,  0.8354,  ...,  0.9580,  0.9580,  0.9580],\n",
       "           [ 0.8354,  0.8354,  0.8354,  ...,  0.9580,  0.9580,  0.9580]],\n",
       " \n",
       "          [[ 1.2457,  1.2282,  1.2282,  ...,  1.2457,  1.2457,  1.1759],\n",
       "           [ 1.2282,  1.2457,  1.2457,  ...,  1.2282,  1.2282,  1.2282],\n",
       "           [ 1.2282,  1.2457,  1.2457,  ...,  1.2282,  1.2282,  1.2282],\n",
       "           ...,\n",
       "           [ 1.0539,  1.0539,  1.0539,  ...,  1.1062,  1.1062,  1.1062],\n",
       "           [ 1.0539,  1.0539,  1.0539,  ...,  1.1062,  1.1062,  1.1062],\n",
       "           [ 1.0539,  1.0539,  1.0539,  ...,  1.1062,  1.1062,  1.1062]]],\n",
       " \n",
       " \n",
       "         [[[ 1.2214,  1.2214,  1.2214,  ...,  0.9132,  0.9132,  0.9474],\n",
       "           [ 1.2385,  1.2385,  1.2043,  ...,  0.8789,  0.8789,  0.9303],\n",
       "           [ 1.2557,  1.2385,  1.2043,  ...,  0.8789,  0.8789,  0.9132],\n",
       "           ...,\n",
       "           [ 1.2043,  1.2214,  1.2899,  ...,  1.0331,  1.1187,  1.1700],\n",
       "           [ 1.2043,  1.2385,  1.2899,  ...,  1.0502,  1.1872,  1.2043],\n",
       "           [ 1.1872,  1.2214,  1.2557,  ...,  1.0673,  1.2214,  1.2385]],\n",
       " \n",
       "          [[ 1.3782,  1.3782,  1.3782,  ...,  1.0105,  1.0105,  1.0280],\n",
       "           [ 1.3957,  1.3957,  1.3606,  ...,  0.9755,  0.9755,  1.0280],\n",
       "           [ 1.4132,  1.3957,  1.3606,  ...,  0.9755,  0.9755,  1.0105],\n",
       "           ...,\n",
       "           [ 1.4132,  1.4132,  1.4832,  ...,  1.1856,  1.2731,  1.3256],\n",
       "           [ 1.3957,  1.4307,  1.4832,  ...,  1.2031,  1.3431,  1.3606],\n",
       "           [ 1.3782,  1.4132,  1.4482,  ...,  1.2206,  1.3782,  1.3957]],\n",
       " \n",
       "          [[ 1.6117,  1.6117,  1.6117,  ...,  1.2282,  1.2282,  1.2631],\n",
       "           [ 1.6291,  1.6291,  1.5942,  ...,  1.1934,  1.1934,  1.2457],\n",
       "           [ 1.6291,  1.6117,  1.5942,  ...,  1.1934,  1.1934,  1.2282],\n",
       "           ...,\n",
       "           [ 1.7511,  1.7685,  1.7860,  ...,  1.3851,  1.4722,  1.5071],\n",
       "           [ 1.7511,  1.7860,  1.7860,  ...,  1.4025,  1.5245,  1.5594],\n",
       "           [ 1.7337,  1.7685,  1.7860,  ...,  1.4200,  1.5768,  1.5768]]],\n",
       " \n",
       " \n",
       "         [[[ 1.7865,  1.7865,  1.7694,  ...,  1.7352,  1.7352,  1.7352],\n",
       "           [ 1.7694,  1.7694,  1.7523,  ...,  1.7352,  1.7352,  1.7352],\n",
       "           [ 1.7523,  1.7523,  1.7523,  ...,  1.7352,  1.7352,  1.7352],\n",
       "           ...,\n",
       "           [ 1.5125,  1.5297,  1.5468,  ...,  1.6838,  1.6495,  1.6495],\n",
       "           [ 1.4954,  1.5297,  1.5468,  ...,  1.6838,  1.6495,  1.6495],\n",
       "           [ 1.4783,  1.4954,  1.5125,  ...,  1.6838,  1.6324,  1.6324]],\n",
       " \n",
       "          [[ 1.7458,  1.7458,  1.7458,  ...,  1.7108,  1.7108,  1.7108],\n",
       "           [ 1.7283,  1.7283,  1.7283,  ...,  1.7108,  1.7108,  1.7108],\n",
       "           [ 1.7108,  1.7108,  1.7108,  ...,  1.7108,  1.7108,  1.7108],\n",
       "           ...,\n",
       "           [ 1.5357,  1.5532,  1.5707,  ...,  1.6758,  1.6408,  1.6408],\n",
       "           [ 1.5182,  1.5532,  1.5707,  ...,  1.6758,  1.6408,  1.6408],\n",
       "           [ 1.5182,  1.5182,  1.5357,  ...,  1.6758,  1.6232,  1.6232]],\n",
       " \n",
       "          [[ 1.9603,  1.9603,  1.9603,  ...,  1.9080,  1.9080,  1.9080],\n",
       "           [ 1.9254,  1.9254,  1.9254,  ...,  1.9080,  1.9080,  1.9080],\n",
       "           [ 1.9080,  1.9080,  1.9080,  ...,  1.9080,  1.9080,  1.9080],\n",
       "           ...,\n",
       "           [ 1.7337,  1.7337,  1.7511,  ...,  1.8731,  1.8383,  1.8383],\n",
       "           [ 1.7337,  1.7337,  1.7511,  ...,  1.8731,  1.8383,  1.8383],\n",
       "           [ 1.7163,  1.7337,  1.7337,  ...,  1.8731,  1.8208,  1.8208]]],\n",
       " \n",
       " \n",
       "         ...,\n",
       " \n",
       " \n",
       "         [[[ 2.2489,  2.2489,  2.2489,  ..., -0.3541, -0.5253, -0.6965],\n",
       "           [ 2.2489,  2.2489,  2.2489,  ..., -0.4226, -0.7650, -0.7650],\n",
       "           [ 2.2489,  2.2489,  2.2489,  ..., -0.6109, -0.8678, -0.6452],\n",
       "           ...,\n",
       "           [ 2.2489,  2.2489,  2.2489,  ...,  0.6221,  0.4508,  0.4508],\n",
       "           [ 2.2489,  2.2489,  2.2489,  ...,  0.6392,  0.5364,  0.5364],\n",
       "           [ 2.2489,  2.2489,  2.2489,  ...,  0.6563,  0.6563,  0.5878]],\n",
       " \n",
       "          [[ 2.4286,  2.4286,  2.4286,  ..., -0.0399, -0.2150, -0.3901],\n",
       "           [ 2.4286,  2.4286,  2.4286,  ..., -0.1099, -0.4601, -0.4601],\n",
       "           [ 2.4286,  2.4286,  2.4286,  ..., -0.3025, -0.5651, -0.3375],\n",
       "           ...,\n",
       "           [ 2.4286,  2.4286,  2.4286,  ...,  0.7479,  0.7304,  0.8179],\n",
       "           [ 2.4286,  2.4286,  2.4286,  ...,  0.7654,  0.8179,  0.8880],\n",
       "           [ 2.4286,  2.4286,  2.4286,  ...,  0.8004,  0.9405,  0.9405]],\n",
       " \n",
       "          [[ 2.6400,  2.6400,  2.6400,  ...,  0.2348,  0.0605, -0.1138],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  0.1651, -0.1835, -0.1835],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ..., -0.0267, -0.2881, -0.0615],\n",
       "           ...,\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  1.0365,  0.9494,  1.0017],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  1.0539,  1.0365,  1.0714],\n",
       "           [ 2.6400,  2.6400,  2.6400,  ...,  1.0888,  1.1585,  1.1237]]],\n",
       " \n",
       " \n",
       "         [[[-0.5253, -0.1143,  0.2624,  ..., -0.4054, -0.1486, -0.1486],\n",
       "           [-0.5596, -0.2513,  0.1254,  ..., -0.1999, -0.1999,  0.2796],\n",
       "           [-0.5253, -0.1999,  0.0741,  ..., -0.1314, -0.3369,  0.3823],\n",
       "           ...,\n",
       "           [ 1.5297,  1.5982,  1.6495,  ...,  1.8037,  1.7694,  1.8208],\n",
       "           [ 1.5639,  1.5982,  1.6324,  ...,  1.7694,  1.7694,  1.7865],\n",
       "           [ 1.5810,  1.6153,  1.6324,  ...,  1.7523,  1.7865,  1.7865]],\n",
       " \n",
       "          [[-1.2654, -0.8452, -0.4951,  ..., -1.2304, -0.9678, -0.9678],\n",
       "           [-1.3704, -1.0728, -0.6527,  ..., -0.9853, -1.0203, -0.5826],\n",
       "           [-1.3529, -1.0203, -0.7052,  ..., -0.8452, -1.1604, -0.5126],\n",
       "           ...,\n",
       "           [ 1.4657,  1.5007,  1.5532,  ...,  1.7108,  1.6758,  1.7283],\n",
       "           [ 1.4657,  1.5007,  1.5357,  ...,  1.6408,  1.6758,  1.6933],\n",
       "           [ 1.4832,  1.5182,  1.5357,  ...,  1.6408,  1.6933,  1.6933]],\n",
       " \n",
       "          [[-0.9853, -0.5495, -0.2184,  ..., -1.0027, -0.7413, -0.7064],\n",
       "           [-1.1073, -0.7936, -0.3927,  ..., -0.7238, -0.7587, -0.3578],\n",
       "           [-1.1073, -0.7587, -0.4101,  ..., -0.5147, -0.8807, -0.2881],\n",
       "           ...,\n",
       "           [ 1.6988,  1.7860,  1.8034,  ...,  1.9428,  1.9080,  1.9603],\n",
       "           [ 1.7511,  1.7860,  1.8034,  ...,  1.8557,  1.8905,  1.9080],\n",
       "           [ 1.7685,  1.8034,  1.8034,  ...,  1.8557,  1.9080,  1.9080]]],\n",
       " \n",
       " \n",
       "         [[[-0.8335, -0.7479, -0.6794,  ..., -0.2171, -0.1828,  0.2967],\n",
       "           [-0.8164, -0.7308, -0.8335,  ..., -0.0629,  0.0912,  0.3309],\n",
       "           [-0.9363, -0.9877, -1.0219,  ...,  0.0569,  0.1254,  0.2796],\n",
       "           ...,\n",
       "           [-0.2856, -0.2513, -0.2513,  ...,  1.9578,  1.9920,  1.9235],\n",
       "           [-0.3541, -0.3027, -0.1314,  ...,  1.9749,  1.9749,  1.9749],\n",
       "           [-0.3369, -0.3712,  0.3309,  ...,  1.9749,  1.9407,  1.9578]],\n",
       " \n",
       "          [[-1.2129, -1.1429, -1.0728,  ..., -0.6702, -0.6527, -0.2150],\n",
       "           [-1.1779, -1.1253, -1.2129,  ..., -0.5301, -0.4076, -0.1800],\n",
       "           [-1.3004, -1.3880, -1.4405,  ..., -0.4076, -0.3725, -0.2500],\n",
       "           ...,\n",
       "           [-1.0553, -1.0903, -0.9503,  ...,  1.9909,  2.0084,  1.9384],\n",
       "           [-1.0903, -1.0728, -0.7402,  ...,  2.0084,  2.0084,  2.0084],\n",
       "           [-1.0378, -1.0203, -0.1099,  ...,  2.0084,  1.9734,  1.9909]],\n",
       " \n",
       "          [[-1.2816, -1.1770, -1.1247,  ..., -0.8458, -0.8807, -0.4450],\n",
       "           [-1.2467, -1.1596, -1.2641,  ..., -0.7064, -0.5844, -0.3753],\n",
       "           [-1.3339, -1.3861, -1.3861,  ..., -0.5844, -0.5495, -0.4275],\n",
       "           ...,\n",
       "           [-1.1073, -1.0201, -0.8284,  ...,  2.0648,  2.0997,  2.0300],\n",
       "           [-1.1073, -0.9853, -0.6018,  ...,  2.0997,  2.0997,  2.0997],\n",
       "           [-1.0376, -0.9330,  0.0256,  ...,  2.0997,  2.0474,  2.0648]]]]),\n",
       " tensor([3, 4, 2, 2, 0, 0, 3, 1, 1, 1, 1, 4, 3, 2, 1, 3, 3, 4, 1, 1, 4, 3, 3, 4,\n",
       "         4, 1, 1, 0, 3, 1, 1, 1])]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(dataloaders['train']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n",
    "    since = time.time()\n",
    "\n",
    "    # Create a temporary directory to save training checkpoints\n",
    "    with TemporaryDirectory() as tempdir:\n",
    "        best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
    "\n",
    "        torch.save(model.state_dict(), best_model_params_path)\n",
    "        best_acc = 0.0\n",
    "\n",
    "        for epoch in range(num_epochs):\n",
    "            print(f'Epoch {epoch}/{num_epochs - 1}')\n",
    "            print('-' * 10)\n",
    "\n",
    "            # Each epoch has a training and validation phase\n",
    "            for phase in ['train', 'val']:\n",
    "                if phase == 'train':\n",
    "                    model.train()  # Set model to training mode\n",
    "                else:\n",
    "                    model.eval()   # Set model to evaluate mode\n",
    "\n",
    "                running_loss = 0.0\n",
    "                running_corrects = 0\n",
    "\n",
    "                # Iterate over data.\n",
    "                for inputs, labels in dataloaders[phase]:\n",
    "                    inputs = inputs.to(device)\n",
    "                    labels = labels.to(device)\n",
    "\n",
    "                    # zero the parameter gradients\n",
    "                    optimizer.zero_grad()\n",
    "\n",
    "                    # forward\n",
    "                    # track history if only in train\n",
    "                    with torch.set_grad_enabled(phase == 'train'):\n",
    "                        outputs = model(inputs)\n",
    "                        _, preds = torch.max(outputs, 1)\n",
    "                        loss = criterion(outputs, labels)\n",
    "\n",
    "                        # backward + optimize only if in training phase\n",
    "                        if phase == 'train':\n",
    "                            loss.backward()\n",
    "                            optimizer.step()\n",
    "\n",
    "                    # statistics\n",
    "                    running_loss += loss.item() * inputs.size(0)\n",
    "                    running_corrects += torch.sum(preds == labels.data)\n",
    "                if phase == 'train':\n",
    "                    scheduler.step()\n",
    "\n",
    "                epoch_loss = running_loss / dataset_sizes[phase]\n",
    "                epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
    "\n",
    "                print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
    "\n",
    "                # deep copy the model\n",
    "                if phase == 'val' and epoch_acc > best_acc:\n",
    "                    best_acc = epoch_acc\n",
    "                    torch.save(model.state_dict(), best_model_params_path)\n",
    "\n",
    "            print()\n",
    "\n",
    "        time_elapsed = time.time() - since\n",
    "        print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
    "        print(f'Best val Acc: {best_acc:4f}')\n",
    "\n",
    "        # load best model weights\n",
    "        model.load_state_dict(torch.load(best_model_params_path, weights_only=True))\n",
    "        # model.load_state_dict(torch.load(best_model_params_path))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_model(model, num_images=6):\n",
    "    was_training = model.training\n",
    "    model.eval()\n",
    "    images_so_far = 0\n",
    "    fig = plt.figure()\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
    "            inputs = inputs.to(device)\n",
    "            labels = labels.to(device)\n",
    "\n",
    "            outputs = model(inputs)\n",
    "            _, preds = torch.max(outputs, 1)\n",
    "\n",
    "            for j in range(inputs.size()[0]):\n",
    "                images_so_far += 1\n",
    "                ax = plt.subplot(num_images//2, 2, images_so_far)\n",
    "                ax.axis('off')\n",
    "                ax.set_title(f'predicted: {values[0][preds[j]]}')\n",
    "                plt.imshow(inputs.cpu().data[j].permute(1,2,0))\n",
    "\n",
    "                if images_so_far == num_images:\n",
    "                    model.train(mode=was_training)\n",
    "                    return\n",
    "        model.train(mode=was_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_ft = models.resnet18(weights='IMAGENET1K_V1')\n",
    "num_ftrs = model_ft.fc.in_features\n",
    "# Here the size of each output sample is set to 2.\n",
    "# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
    "model_ft.fc = nn.Sequential(\n",
    "    nn.Dropout(0.5),\n",
    "    nn.Linear(num_ftrs, len(values[0]))\n",
    ")\n",
    "\n",
    "model_ft = model_ft.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# Observe that all parameters are being optimized\n",
    "optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.01, momentum=0.9)\n",
    "\n",
    "# Decay LR by a factor of 0.1 every 7 epochs\n",
    "exp_lr_scheduler = lr_scheduler.CosineAnnealingLR(optimizer_ft, T_max=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "for param in model_ft.parameters():\n",
    "    param.requires_grad = False  # Freeze all layers initially\n",
    "for param in model_ft.fc.parameters():\n",
    "    param.requires_grad = True  # Unfreeze only the final layer\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/0\n",
      "----------\n",
      "train Loss: 1.3665 Acc: 0.6709\n",
      "val Loss: 0.9404 Acc: 0.8172\n",
      "\n",
      "Training complete in 55m 2s\n",
      "Best val Acc: 0.817183\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ritesh\\AppData\\Local\\Temp\\ipykernel_369708\\1476807012.py:69: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load(best_model_params_path))\n"
     ]
    }
   ],
   "source": [
    "model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
    "                       num_epochs=1)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(model_ft, 'model.pth')\n",
    "torch.save(model_ft.state_dict(), 'model_weights.pth')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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