1. Raw Image Download and Image Resize.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import sys, os, time, gc\n",
    "import requests, shutil\n",
    "from skimage import io\n",
    "from skimage.transform import resize\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* There are totally 1,225,029 training images and 117,703 test images. \n",
    "* Totoally 14,951 landmarks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train:\t\t (1225029, 3)\n",
      "Test:\t\t (117703, 2)\n",
      "Landmarks:\t 14951\n"
     ]
    }
   ],
   "source": [
    "# Load the data\n",
    "train = pd.read_csv('./data/all/train.csv')\n",
    "test = pd.read_csv('./data/all/test.csv')\n",
    "\n",
    "print('Train:\\t\\t', train.shape)\n",
    "print('Test:\\t\\t', test.shape)\n",
    "\n",
    "print('Landmarks:\\t', len(train['landmark_id'].unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>url</th>\n",
       "      <th>landmark_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cacf8152e2d2ae60</td>\n",
       "      <td>http://static.panoramio.com/photos/original/70...</td>\n",
       "      <td>4676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0a58358a2afd3e4e</td>\n",
       "      <td>http://lh6.ggpht.com/-igpT6wu0mIA/ROV8HnUuABI/...</td>\n",
       "      <td>6651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6b2bb500b6a38aa0</td>\n",
       "      <td>http://lh6.ggpht.com/-vKr5G5MEusk/SR6r6SJi6mI/...</td>\n",
       "      <td>11284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b399f09dee9c3c67</td>\n",
       "      <td>https://lh3.googleusercontent.com/-LOW2cjAqubA...</td>\n",
       "      <td>8429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19ace29d77a5be66</td>\n",
       "      <td>https://lh5.googleusercontent.com/-tnmSXwQcWL8...</td>\n",
       "      <td>6231</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                                                url  \\\n",
       "0  cacf8152e2d2ae60  http://static.panoramio.com/photos/original/70...   \n",
       "1  0a58358a2afd3e4e  http://lh6.ggpht.com/-igpT6wu0mIA/ROV8HnUuABI/...   \n",
       "2  6b2bb500b6a38aa0  http://lh6.ggpht.com/-vKr5G5MEusk/SR6r6SJi6mI/...   \n",
       "3  b399f09dee9c3c67  https://lh3.googleusercontent.com/-LOW2cjAqubA...   \n",
       "4  19ace29d77a5be66  https://lh5.googleusercontent.com/-tnmSXwQcWL8...   \n",
       "\n",
       "   landmark_id  \n",
       "0         4676  \n",
       "1         6651  \n",
       "2        11284  \n",
       "3         8429  \n",
       "4         6231  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get single from the given url, modified from Kaggle kernel\n",
    "# https://www.kaggle.com/abinesh100/easy-download-images-in-25-lines-py3/code\n",
    "def fetch_image(url):\n",
    "    \"\"\" Get image from given url \"\"\"\n",
    "    response=requests.get(url, stream=True)\n",
    "    \n",
    "    with open('./data/image.jpg', 'wb') as out_file:\n",
    "        shutil.copyfileobj(response.raw, out_file)\n",
    "        \n",
    "    del response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Process:         0    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    100000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    200000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    300000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    400000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    500000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    600000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    700000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    800000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    900000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:   1000000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:   1100000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:   1200000    Used time: 0.0 s\n",
      "=====================\n",
      "Errors:\n",
      "723431 \t http://celebhot.hol.es/picture/static.panoramio.com/photos/original/5340787.jpg\n",
      "792934 \t http://r2.bru02t11.c.bigcache.googleapis.com/static.panoramio.com/photos/original/14185239.jpg?redirect_counter=1&st=ts&ir=1\n"
     ]
    }
   ],
   "source": [
    "# Download images to ./train_images/\n",
    "urls = train['url'].values\n",
    "errors = []\n",
    "t0 = time.time()\n",
    "\n",
    "# Loop through urls to download images\n",
    "for idx in range(len(urls)):\n",
    "    url = urls[idx]\n",
    "    # Helpful information\n",
    "    if idx % 100000 == 0:\n",
    "        t = time.time() - t0\n",
    "        print('\\nProcess: {:9d}'.format(idx), '   Used time: {} s'.format(np.round(t, 0)))\n",
    "        t0 = time.time()\n",
    "    if idx % 1250 == 0:\n",
    "        print('=', end='')\n",
    "    \n",
    "    # Check if already downloaded\n",
    "    if os.path.exists('./data/all/train_images/' + str(idx) + '.jpg'):\n",
    "        continue\n",
    "        \n",
    "    try:\n",
    "        # Get image from url\n",
    "        fetch_image(url)\n",
    "        os.rename('./data/image.jpg', './data/all/train_images/'+ str(idx) + '.jpg')\n",
    "    except:\n",
    "        errors.append(idx)\n",
    "    \n",
    "# Print error information\n",
    "if len(errors) > 0:\n",
    "    print('\\nErrors:')\n",
    "    for j in errors:\n",
    "        print(j, '\\t', urls[j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Process:         0    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     10000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     20000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     30000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     40000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     50000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     60000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     70000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     80000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     90000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    100000    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    110000    Used time: 0.0 s\n",
      "=============================================================="
     ]
    }
   ],
   "source": [
    "# Download images to ./test_images/\n",
    "urls = test['url'].values\n",
    "errors = []\n",
    "t0 = time.time()\n",
    "\n",
    "# Loop through urls to download images\n",
    "for idx in range(len(urls)):\n",
    "    url = urls[idx]\n",
    "    # Helpful information\n",
    "    if idx % 10000 == 0:\n",
    "        t = time.time() - t0\n",
    "        print('\\nProcess: {:9d}'.format(idx), '   Used time: {} s'.format(np.round(t, 0)))\n",
    "        t0 = time.time()\n",
    "    if idx % 125 == 0:\n",
    "        print('=', end='')\n",
    "    \n",
    "    # Check if already downloaded\n",
    "    if os.path.exists('./data/all/test_images/' + str(idx) + '.jpg'):\n",
    "        continue\n",
    "        \n",
    "    try:\n",
    "        # Get image from url\n",
    "        fetch_image(url)\n",
    "        os.rename('./data/image.jpg', './data/all/test_images/'+ str(idx) + '.jpg')\n",
    "    except:\n",
    "        errors.append(idx)\n",
    "    \n",
    "# Print error information\n",
    "if len(errors) > 0:\n",
    "    print('\\nErrors:')\n",
    "    for j in errors:\n",
    "        print(j, '\\t', urls[j])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Resize (256, 256, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Process:         0    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:    100000    Used time: 8216.0 s\n",
      "================================================================================\n",
      "Process:    200000    Used time: 8735.0 s\n",
      "================================================================================\n",
      "Process:    300000    Used time: 8981.0 s\n",
      "================================================================================\n",
      "Process:    400000    Used time: 9048.0 s\n",
      "================================================================================\n",
      "Process:    500000    Used time: 9109.0 s\n",
      "================================================================================\n",
      "Process:    600000    Used time: 9338.0 s\n",
      "================================================================================\n",
      "Process:    700000    Used time: 9525.0 s\n",
      "================================================================================\n",
      "Process:    800000    Used time: 9550.0 s\n",
      "================================================================================\n",
      "Process:    900000    Used time: 9095.0 s\n",
      "================================================================================\n",
      "Process:   1000000    Used time: 9080.0 s\n",
      "================================================================================\n",
      "Process:   1100000    Used time: 8887.0 s\n",
      "================================================================================\n",
      "Process:   1200000    Used time: 8867.0 s\n",
      "=====================\n",
      "Errors:\n",
      "547 \t http://mw2.google.com/mw-panoramio/photos/medium/2600974.jpg\n",
      "549 \t https://lh6.googleusercontent.com/-j6smQ5BpdOk/UwPAMPZCItI/AAAAAAAEoNk/9BNDH3XELsY/s1600/\n",
      "1242 \t http://mw2.google.com/mw-panoramio/photos/small/6416081.jpg\n",
      "1541 \t https://lh3.googleusercontent.com/--MpAp5fVUuQ/Ur-F8s_B-PI/AAAAAAAAEpU/iE7kX0BWlbM/s1600/\n",
      "1721 \t http://lh4.ggpht.com/-EUIHWUoz2Z4/TOKBTAZtdtI/AAAAAAAAAe8/sbgWP0-IpZw/s1600/\n",
      "2803 \t http://mw2.google.com/mw-panoramio/photos/medium/46939084.jpg\n",
      "3269 \t http://static.panoramio.com/photos/original/102776036.jpg\n",
      "5493 \t http://static.panoramio.com/photos/original/92519533.jpg\n",
      "6391 \t http://lh5.ggpht.com/-Ot6GrGzZ6mc/T-NDD5zWwtI/AAAAAAAAJ4g/sEsUsajN3Vs/s1600/\n",
      "6474 \t https://lh5.googleusercontent.com/-i1af9fPf6MI/ULfcQQ44DlI/AAAAAAAAC7k/JixuBtdTPgo/s1600/\n",
      "7702 \t https://lh4.googleusercontent.com/-113heUcFqto/UGWSywlfTYI/AAAAAAAAEmk/jh3bGbSbVoc/s1600/\n",
      "8387 \t http://lh6.ggpht.com/-mSaAzeNSN8Y/TuDmmBDtxhI/AAAAAAAAUrs/XVYLVHZSlkw/s1600-h/\n",
      "9590 \t http://lh4.ggpht.com/-abuBF6VSK9w/SQqeEgOHeyI/AAAAAAAAKx0/4fntT30ldMw/s2048/\n",
      "10284 \t http://lh5.ggpht.com/-O85B8q9smHk/TopoPQ3NlzI/AAAAAAAAAC0/KYcjKo_SDJY/s2048/\n",
      "12500 \t http://static.panoramio.com/photos/original/79166432.jpg\n",
      "12822 \t http://lh5.ggpht.com/-8S2NW_nTZxM/Ta6b3jr8f4I/AAAAAAAAACo/-6ntMeGs39s/d/\n",
      "14068 \t https://lh5.googleusercontent.com/-lUBTwGdEogc/T5Q1JM6ofSI/AAAAAAAADaY/RMdcne8O7f4/s1600/\n",
      "14241 \t http://mw2.google.com/mw-panoramio/photos/medium/99772655.jpg\n",
      "16158 \t http://static.panoramio.com/photos/original/88314218.jpg\n",
      "16351 \t http://static.panoramio.com/photos/original/97664883.jpg\n",
      "17663 \t http://lh6.ggpht.com/-NX_3I8ZxKGI/R4aogwsg4MI/AAAAAAAABVk/z4YqwRIpjGY/s2048/\n",
      "18376 \t https://lh3.googleusercontent.com/-_yPXL4Lo4yY/UteQv83gvlI/AAAAAAAABtA/uCRZT6ryiuo/s1600/\n",
      "18770 \t http://mw2.google.com/mw-panoramio/photos/medium/75295821.jpg\n",
      "19100 \t http://static.panoramio.com/photos/original/50613790.jpg\n",
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      "22662 \t http://static.panoramio.com/photos/original/97225905.jpg\n",
      "23400 \t http://lh5.ggpht.com/-b63VHZg6hf0/TohHT_ZxahI/AAAAAAAACBk/S4b0qyXuAtM/s2048/\n",
      "23990 \t https://lh5.googleusercontent.com/-p9m0ZiVkfC4/ThjBmcSbPyI/AAAAAAAABcc/LC2LEd3ct5Y/s1600/\n",
      "24923 \t https://lh3.googleusercontent.com/-aUfFhm2svh8/Ue3kaj_TmNI/AAAAAAAAGsc/-tZ5rAtAbvc/s0-d/\n",
      "26219 \t http://commondatastorage.googleapis.com/static.panoramio.com/photos/original/84226002.jpg\n",
      "26832 \t http://lh4.ggpht.com/-ncQ4D7sgyJA/TOfCO2TJgCI/AAAAAAAACbI/Bt6fqQDyUAg/s2048/\n",
      "27387 \t http://lh5.ggpht.com/-bw4FYM-_8S0/ThSPT0iJolI/AAAAAAAAAB4/qCY6hqMN544/s2048/\n",
      "27937 \t https://lh5.googleusercontent.com/-G-2DbYR9XlA/Tl-365Zmo3I/AAAAAAAAOpI/x5Sql1ii4NQ/s0-d/\n",
      "28050 \t http://lh3.ggpht.com/-SVoBP3-0KDc/SVJWEJsMjYI/AAAAAAAAB_k/7XyU8Q_pPTY/s2048/\n",
      "28154 \t http://static.panoramio.com/photos/original/63320785.jpg\n",
      "28331 \t http://lh4.ggpht.com/-5-Vzyf_gFsw/Ro-q9AgkwII/AAAAAAAAAdA/QMWvFrhiGF8/s2048/\n",
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      "29049 \t http://static.panoramio.com/photos/original/91242424.jpg\n",
      "29122 \t https://lh5.googleusercontent.com/-JXXpYtMiW54/UsZS3FrKanI/AAAAAAAABfk/H2PL6Ka1SEI/s1600/\n",
      "31166 \t http://lh5.ggpht.com/-UkYabeQH1II/TUvKVvBPbYI/AAAAAAAAAMo/adxCAM06PBI/s1600/\n",
      "31550 \t http://lh4.ggpht.com/-aNaKKc-BWUk/Tx9KkNQoNhI/AAAAAAAAFYY/GE9jpqFb-xI/s1600-h/\n",
      "31587 \t http://static.panoramio.com/photos/original/77086092.jpg\n",
      "32205 \t http://mw2.google.com/mw-panoramio/photos/medium/89448853.jpg\n",
      "33638 \t http://lh4.ggpht.com/-87RqpsA6_jI/T0Q8k0dYxgI/AAAAAAAAACk/bLvyWWShX80/s1600/\n",
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      "35316 \t https://lh3.googleusercontent.com/-_O6ADo9myVc/UbyIZPgmoMI/AAAAAAAABlM/uZ8oSfSHE8I/s1600/\n",
      "35443 \t http://lh3.ggpht.com/-y6HHYgoMKpI/T84jsCH8QtI/AAAAAAAADUU/fVsIRLofNPY/s1600/\n",
      "36847 \t https://lh6.googleusercontent.com/-bRJn916VuEU/UwqUDhNdvbI/AAAAAAAAJHY/3RHBtlhAEIE/s106-p/\n",
      "37769 \t https://lh4.googleusercontent.com/-pGNdgXRfD_A/UwTjIQj-API/AAAAAAAAEVg/4aabKuEB5x0/s1600/\n",
      "40557 \t https://lh5.googleusercontent.com/-_w76hkuiVo0/UwG8lVd6a1I/AAAAAAAAEsk/l_twyeEhrGA/s1600/\n",
      "41493 \t http://mw2.google.com/mw-panoramio/photos/medium/71788519.jpg\n",
      "41777 \t http://lh3.ggpht.com/-MFw7WGFt8Bo/Tb27kmTLWYI/AAAAAAAAOUk/k4-exPMPoIc/s2048/\n",
      "42431 \t https://lh3.googleusercontent.com/-tMVMqYWJ_UQ/Tqgf0vDYRHI/AAAAAAAAABI/NXHq-HQrdOw/s1600/\n",
      "42829 \t http://mw2.google.com/mw-panoramio/photos/medium/46311916.jpg\n",
      "44698 \t https://lh4.googleusercontent.com/-AuBWMcFtOiM/TAvQftF6AJI/AAAAAAAABIE/WP-LXJTULNE/s1600/\n",
      "46391 \t https://lh3.googleusercontent.com/-R_4cWKJtO7I/T0_Mf7rUtjI/AAAAAAAAF6E/Vg1186KNsbs/s1600/\n",
      "46506 \t http://commondatastorage.googleapis.com/static.panoramio.com/photos/original/60181355.jpg\n",
      "47211 \t http://lh3.ggpht.com/-7udRZoSHbmA/UfWm3rJnylI/AAAAAAAAgTg/615tOthtmoQ/s1600-h/\n",
      "47450 \t http://mw2.google.com/mw-panoramio/photos/medium/27325002.jpg\n",
      "48012 \t http://static.panoramio.com/photos/original/75042479.jpg\n",
      "49001 \t https://lh4.googleusercontent.com/-VA5MNKTgjTo/UKMQJNFoOJI/AAAAAAAACRI/bJi3zw9FPco/s1600/\n",
      "49609 \t https://lh4.googleusercontent.com/-9U0YEPSSYO4/Uhe7Mw_lByI/AAAAAAAACwk/NEY11HmxYZE/s1600/\n",
      "49918 \t http://lh4.ggpht.com/-NHN8H3FQdtY/SVnwwhzE2VI/AAAAAAAAAN4/uTWhdqps6H8/s2048/\n",
      "49946 \t http://mw2.google.com/mw-panoramio/photos/medium/62004614.jpg\n",
      "50028 \t https://lh5.googleusercontent.com/-Ta2Ul9JEsPs/TLxbv3RZkeI/AAAAAAAABdc/cbcQ4HIials/s1600/\n",
      "51551 \t https://lh5.googleusercontent.com/-PhnMeIwnj68/TggphVXXeNI/AAAAAAAAAh0/viRMS2ptfvA/s1600/\n",
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     ]
    }
   ],
   "source": [
    "# Iterate all images to resize and save images ==> (256, 256, 3)\n",
    "ids = train['id'].values\n",
    "urls = train['url'].values\n",
    "landmark_ids = train['landmark_id'].values\n",
    "\n",
    "train_id = []\n",
    "train_url = []\n",
    "train_label = []\n",
    "errors = []\n",
    "\n",
    "t0 = time.time()\n",
    "idx = 0\n",
    "\n",
    "for i in range(len(train)):\n",
    "    # Helpful information\n",
    "    if i % 100000 == 0:\n",
    "        _ = gc.collect()   # cleanup\n",
    "        t = time.time() - t0\n",
    "        print('\\nProcess: {:9d}'.format(i), '   Used time: {} s'.format(np.round(t, 0)))\n",
    "        t0 = time.time()\n",
    "    if i % 1250 == 0:\n",
    "        print('=', end='')\n",
    "        \n",
    "    # Try to resize the valid images\n",
    "    try:\n",
    "        img = io.imread('./data/all/train_images/' + str(i) + '.jpg')\n",
    "        resized = np.array(resize(img, (256, 256, 3), mode='reflect') * 255, dtype=np.uint8)\n",
    "        io.imsave('./data/resized/train_resized/' + str(idx) + '.jpg', resized)\n",
    "        train_id.append(ids[i])\n",
    "        train_url.append(urls[i])\n",
    "        train_label.append(landmark_ids[i])\n",
    "        idx += 1\n",
    "    except:\n",
    "        errors.append(i)\n",
    "        \n",
    "train_df = pd.DataFrame({'id': train_id, 'url': train_url, 'landmark_id': train_label}, \n",
    "                        columns=['id', 'url', 'landmark_id'])\n",
    "\n",
    "# Print error information\n",
    "if len(errors) > 0:\n",
    "    print('\\nErrors:')\n",
    "    for j in errors:\n",
    "        print(j, '\\t', urls[j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save useful information\n",
    "np.save('./data/errors/train_error_id.npy', errors)\n",
    "\n",
    "train_df.to_csv('./data/resized/train_resized.csv', index=False)\n",
    "\n",
    "error_url = [urls[k] for k in errors]\n",
    "\n",
    "train_err_df = pd.DataFrame({'id': errors, 'url': error_url}, columns=['id', 'url'])\n",
    "train_err_df.to_csv('./data/errors/train_error_df.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>url</th>\n",
       "      <th>landmark_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>cacf8152e2d2ae60</td>\n",
       "      <td>http://static.panoramio.com/photos/original/70...</td>\n",
       "      <td>4676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0a58358a2afd3e4e</td>\n",
       "      <td>http://lh6.ggpht.com/-igpT6wu0mIA/ROV8HnUuABI/...</td>\n",
       "      <td>6651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6b2bb500b6a38aa0</td>\n",
       "      <td>http://lh6.ggpht.com/-vKr5G5MEusk/SR6r6SJi6mI/...</td>\n",
       "      <td>11284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>b399f09dee9c3c67</td>\n",
       "      <td>https://lh3.googleusercontent.com/-LOW2cjAqubA...</td>\n",
       "      <td>8429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19ace29d77a5be66</td>\n",
       "      <td>https://lh5.googleusercontent.com/-tnmSXwQcWL8...</td>\n",
       "      <td>6231</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id                                                url  \\\n",
       "0  cacf8152e2d2ae60  http://static.panoramio.com/photos/original/70...   \n",
       "1  0a58358a2afd3e4e  http://lh6.ggpht.com/-igpT6wu0mIA/ROV8HnUuABI/...   \n",
       "2  6b2bb500b6a38aa0  http://lh6.ggpht.com/-vKr5G5MEusk/SR6r6SJi6mI/...   \n",
       "3  b399f09dee9c3c67  https://lh3.googleusercontent.com/-LOW2cjAqubA...   \n",
       "4  19ace29d77a5be66  https://lh5.googleusercontent.com/-tnmSXwQcWL8...   \n",
       "\n",
       "   landmark_id  \n",
       "0         4676  \n",
       "1         6651  \n",
       "2        11284  \n",
       "3         8429  \n",
       "4         6231  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original:\t (1225029, 3)\n",
      "Resized:\t (1223295, 3)\n",
      "Errors:\t\t 1734\n"
     ]
    }
   ],
   "source": [
    "print('Original:\\t', train.shape)\n",
    "print('Resized:\\t', train_df.shape)\n",
    "print('Errors:\\t\\t', len(errors))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Process:         0    Used time: 0.0 s\n",
      "================================================================================\n",
      "Process:     10000    Used time: 1158.0 s\n",
      "================================================================================\n",
      "Process:     20000    Used time: 841.0 s\n",
      "================================================================================\n",
      "Process:     30000    Used time: 827.0 s\n",
      "================================================================================\n",
      "Process:     40000    Used time: 840.0 s\n",
      "================================================================================\n",
      "Process:     50000    Used time: 838.0 s\n",
      "================================================================================\n",
      "Process:     60000    Used time: 929.0 s\n",
      "================================================================================\n",
      "Process:     70000    Used time: 823.0 s\n",
      "================================================================================\n",
      "Process:     80000    Used time: 893.0 s\n",
      "================================================================================\n",
      "Process:     90000    Used time: 863.0 s\n",
      "================================================================================\n",
      "Process:    100000    Used time: 870.0 s\n",
      "================================================================================\n",
      "Process:    110000    Used time: 878.0 s\n",
      "==============================================================\n",
      "Errors:\n",
      "364 \t https://lh3.googleusercontent.com/-NTEBmt18KwM/WJjZ9QiT_5I/AAAAAAAAA8s/4l8JW917q5sJK8Seez6OZbq6L5M84fd_gCOcB/s1600/\n",
      "396 \t https://lh3.googleusercontent.com/-jENluczx5W4/WPiSbbXdfEI/AAAAAAAAAmw/szoN5Sa4BjcswI34VMSPBGVCexKLhZ0rgCJkC/s1600-w640/\n",
      "540 \t http://lh3.googleusercontent.com/-_l7Ozs5P7pY/VWB28Ro_B4I/AAAAAAAAB9c/mt3AU1lWjtE/s1600/\n",
      "600 \t https://lh3.googleusercontent.com/-daemf8WYM-8/WJ7vRdM_2QI/AAAAAAAAg0A/QYVPqUQvHi06cOHJ-x2fVqgLFOU7X_9FgCOcB/s1600/\n",
      "613 \t https://lh3.googleusercontent.com/-AHa7hNq660s/WHxgveIOwjI/AAAAAAAAVTw/XXfiqgqzKlwjEayZ-ilvh6A33FBwflflwCOcB/s1600/\n",
      "954 \t https://lh3.googleusercontent.com/-AiSs_gSGOVc/VZzDAkc2CxI/AAAAAAAAFk4/Ut7QeoZisdUiwBQPaIUukvBR4LxBb9pjw/s1600/\n",
      "1462 \t https://lh3.googleusercontent.com/-o6eHaUcIHs8/WP_1zfJAahI/AAAAAAAAAdo/WcWXHHHtJpkJ22ChpE9uY0Eidalso1XrQCOcB/s1600/\n",
      "1497 \t https://lh3.googleusercontent.com/-Q8hG_BM5o2c/WLd66LRLXpI/AAAAAAAAxOM/tDZ08Bp59z88tyWys69CSEj18E12iM_owCOcB/s1600/\n",
      "1629 \t https://lh3.googleusercontent.com/-Kn5jbup06LI/WLsrGjpLFLI/AAAAAAAAKX4/-Wdjgvu-q8cwxu8RYapAkpV9OTayTEAVgCOcB/s1600/\n",
      "1740 \t https://lh3.googleusercontent.com/-uX9d60rU2Y8/WN_B1Ro9hjI/AAAAAAAAAj8/jEj5FH0avOgelUkp72nhJF8Ene7JCwFngCOcB/s1600/\n",
      "1989 \t https://lh3.googleusercontent.com/-lbvYu1dX0u4/V30GN0qIH5I/AAAAAAAAQF4/f3McwOBlHykFo7zxGnMuNFpzZbVCf8AgQCOcB/s1600/\n",
      "2123 \t https://lh3.googleusercontent.com/-ehcRSJ5N2Qk/WNEQLUTXghI/AAAAAAAADR4/Wc9W9Dg7qoIDpb0W1aqUn-oKaNwqjbm0ACOcB/s1600/\n",
      "2211 \t https://lh3.googleusercontent.com/-So3CBJp-vfU/WH5yz0SDmXI/AAAAAAAAAPk/ESbJx9jF2WEMVe1DLNWCKYIgNOq3tqTfwCOcB/s1600/\n",
      "2370 \t https://lh3.googleusercontent.com/-qEnrFgf9M0s/WMk88s3Y9EI/AAAAAAAAH-k/DUjKaE3V5uwCVkWbIWm07bjte9E3EUvxwCOcB/s1600/\n",
      "3043 \t https://lh3.googleusercontent.com/-352YNWBzFW4/WPzVCLMq6sI/AAAAAAAAAHE/mwqt91qlg2cYOaSZrrWOz3TmkYb-L0V1QCOcB/s1600/\n",
      "3105 \t https://lh3.googleusercontent.com/-UBEzeEvyy-U/WIj250i2R7I/AAAAAAAAQnE/SzfM2gPGGNQbMUFfn5MKNDjYTRrKnVzogCOcB/s1600/\n",
      "3256 \t https://lh3.googleusercontent.com/-0gpHUI0Qe8c/WMbbb63pF9I/AAAAAAAAA4g/iMkl1yuLM4YbfwJ7Jd8Gfy52XqtgP65RACOcB/s1600/\n",
      "3270 \t https://lh3.googleusercontent.com/-hAU8sm6VSG8/WPpQb95A6iI/AAAAAAAADWM/rw4vTq91sB4EfL4ZD3l0lEBXaTeO196-QCOcB/s1600/\n",
      "3677 \t https://lh3.googleusercontent.com/-FwNU3CWAVFs/WJI_Us7620I/AAAAAAAAAFU/5yhibLAMTzo1GKFY8FBQwQkaRXJqFqFtwCOcB/s1600/\n",
      "4004 \t https://lh3.googleusercontent.com/-0Mozfi54gh8/WMB6mJSbbsI/AAAAAAAAABY/sen-RDxt2ck4e6jAsHyqdrqBPcy-Q7j7ACOcB/s1600/\n",
      "4070 \t https://lh3.googleusercontent.com/-a8EGmukzdqg/WK4hbcRqa6I/AAAAAAAANWI/G5C1KoGGk00G-RTuXGk6_vjQNYBSDyw-ACOcB/s1600/\n",
      "4823 \t https://lh3.googleusercontent.com/-8ViE-TgI0fs/WJY5XgEoMXI/AAAAAAAAAvU/zSzakNbtG7Id_YE7ytGoLgXcCuNfD4IcACOcB/s1600/\n",
      "4880 \t https://lh3.googleusercontent.com/-6xeuhpi5FKg/WGLzH0hZMvI/AAAAAAABcEI/b-E8nAe-mUMjhkqBMZbQXwIlXIiaTwoAACOcB/s1600/\n",
      "5827 \t https://lh3.googleusercontent.com/-Cr5_ZgB8zw0/WIsOySqFjMI/AAAAAAAAHzs/rUU88U1ko90l6NZJ3eqRoc8X5rdK699ZQCOcB/s1600/\n",
      "5922 \t https://lh3.googleusercontent.com/-_yGM70eur3A/WKCqtmzEgAI/AAAAAAANFkc/-p5Q2cHEIFwqwfexGeE2ylKfs0cx7kp5QCOcB/s1600/\n",
      "5933 \t https://lh3.googleusercontent.com/-3MFxCORrdIc/Vy4Jos5ICNI/AAAAAAAAbnE/bj3mhmTR0wwUpqF8ByaD6d6FgSwcfFLPQ/w500-h414/\n",
      "5969 \t https://lh3.googleusercontent.com/-0qKxvqYxueE/VyKmsGTRuII/AAAAAAAAKUw/lGSp23YOWAUzytyt4Du7c5vToyTMMv3CwCLgB/s1600/\n",
      "6063 \t https://lh3.googleusercontent.com/-pvFGnT9SnfI/WLakndvIVFI/AAAAAAAAEf8/53I7nHti7swm85iUHmbAleYlm2AgQ0WCQCOcB/s1600/\n",
      "6556 \t https://lh3.googleusercontent.com/-ZeV8U4-YmX0/WNOOIlM1qZI/AAAAAAAAAIA/WlylqtBmxOUir0OHMLT-FtF22So-LTKywCOcB/s1600/\n",
      "6705 \t http://lh6.ggpht.com/-EAfVV4V0JYw/UZpNyhVN_5I/AAAAAAAB6xc/BU6Oeddn-ds/s540/\n",
      "6769 \t https://lh3.googleusercontent.com/-u71n7JgrA3s/WKYKPR00NLI/AAAAAAAAAJ8/MMDUrzcD22MnCrs2UxwwlLEhGHVrstf1ACOcB/s1600/\n",
      "7027 \t https://lh3.googleusercontent.com/-3_i9CGurAc0/WI2vsgT3S3I/AAAAAAAAAbM/h5FJh_g1Z5kcEfGqWtzTEDXO0MnZlciEwCOcB/s1600/\n",
      "7069 \t https://lh3.googleusercontent.com/--VJv7bPa4CA/V9rUU1EnabI/AAAAAAAABwQ/D_O1yqCUGagFyyMuOOxh6ozG_dTlEfaIgCOcB/s1600/\n",
      "7213 \t https://lh3.googleusercontent.com/-lqDlOkSwjzM/WMaFtHbAJfI/AAAAAAAAEek/pbOBe1MqXtYMAUowfqSWUqUT2XO7Q-AYwCOcB/s1600/\n",
      "8045 \t https://lh3.googleusercontent.com/-VZQwn_1fQaE/WW9xhxeXLvI/AAAAAAAEAg8/M5vFg8T5_tsYaCspM-iNjWRD0Ac3VRJ9gCJoC/w461-h500/\n",
      "8360 \t https://lh3.googleusercontent.com/-AjqwU6-U_4g/WM2kdnZWKnI/AAAAAAAALyo/dzL6_5dusps7VlradVY_C9W3pWOEVD01QCOcB/s1600/\n",
      "8457 \t https://lh3.googleusercontent.com/-5AHCNKXFwiw/V7XpAoKrz2I/AAAAAAAAZE4/La2Rwe0VyPMDoF66RFLQ7r1Hv0IZbBluQCJoC/w600-h338/\n",
      "8715 \t https://lh3.googleusercontent.com/-23gHtchT77E/WFmutbU5rrI/AAAAAAAAAA4/UOeNIHNFjp47eRgJxXEfEaig5iiy2UsPgCOcB/s1600/\n",
      "8997 \t https://lh3.googleusercontent.com/--BnBpp9OPUQ/WM1NEm8PCtI/AAAAAAAAB9w/anoh4dBONKEBOmivV9k2rYPHw61abuZTQCOcB/s1600/\n",
      "9322 \t https://lh3.googleusercontent.com/-7F_f8iJSm-Y/WLa2Qn0887I/AAAAAAAAAAo/Y9gWzlgEEVgkDSY1LNfnvH9x6uZTIgexgCOcB/s1600/\n",
      "9803 \t https://lh3.googleusercontent.com/-OCIuEXbhB6o/WMI2LbZPESI/AAAAAAAABYw/NvfRIKZFJP0N80ArjdTbZqEAuXPriqsYgCOcB/s1600/\n",
      "10542 \t https://lh3.googleusercontent.com/-MXx7AogVg5c/WMfWdSo7jSI/AAAAAAAAxto/hF6eNGInS88E2s7w4_m2xrxwcvfm5cjSwCOcB/s1600/\n",
      "10596 \t https://lh3.googleusercontent.com/-gfKHdl3SYgI/WK2JOBP4hrI/AAAAAAAAAAQ/VqrPWQKzTxICIbA7rGG2GpKu_bGNAB2RACOcB/s1600/\n",
      "10953 \t https://lh3.googleusercontent.com/-1qEX38iCEww/U-ddVjWzkdI/AAAAAAAHTIg/zREktg0-qq0/s1600/\n",
      "11227 \t https://lh3.googleusercontent.com/-DJEAWwCfpyY/WO3VIZZLFnI/AAAAAAAADLM/yukOEdXP2uUBKKcsEqpsuS_k9YiSUUG2ACOcB/s1600/\n",
      "11292 \t https://lh3.googleusercontent.com/-d-sVnE-iwl0/WJirMP2etDI/AAAAAAAAADk/TJgAGNQTvZknu04r2Un3HAxWVowwJn1OwCOcB/s1600/\n",
      "11679 \t https://lh3.googleusercontent.com/-2Fp-BcW9fxU/V8iuUnaWwuI/AAAAAAACW5k/Zf9sygTdQLYgT-U19fdNSHWInFO1MDvjQCOcB/s1600/\n",
      "12175 \t https://lh3.googleusercontent.com/-p75KzjS74rE/WMBKVnthsWI/AAAAAAAAFQU/wRiqh_FdyCIV9dPIS9_wOoCFGnoKD6iyQCOcB/s1600/\n",
      "12204 \t https://lh3.googleusercontent.com/-AmyUEk7jX4s/WJaKkSAJ6lI/AAAAAAAAA_0/kop2O38q1O4M8w5pyX2r-S7jC9X3VRYuACOcB/s1600/\n",
      "12231 \t https://lh3.googleusercontent.com/-9ePJYPF5l9Q/WHkzuSxqLRI/AAAAAAAAWks/pBjcN1NGsUglhxm76P5e6hQhePMAXemfQCOcB/s1600/\n",
      "12515 \t https://lh3.googleusercontent.com/-2btRH35L80c/WHWhRln69-I/AAAAAAAAADY/UXoaecU5px4z-fbsECn5ZCeV1tZ4rtG7wCOcB/s1600/\n",
      "12806 \t https://lh3.googleusercontent.com/-DGpYFVfGrUk/WNkBV5QG5qI/AAAAAAAAAAc/JrtN3h_lboAC51y_M8Rqi52RmD0K-LOagCOcB/s1600/\n",
      "12847 \t https://lh3.googleusercontent.com/-XK6BV21L6WI/WN0Zdu_oeaI/AAAAAAAAKN8/ebol01xoB9kzXHmxBe2qYm7nLFTMEpjtACOcB/s1600/\n",
      "13280 \t https://lh3.googleusercontent.com/-pOjJSEv8dcM/WHdxDcomkdI/AAAAAAAAAUs/LSXlzX1GJHkKUBZN5zj-sPG7OkvYEoiZQCOcB/s1600/\n",
      "13288 \t https://lh3.googleusercontent.com/-4haFTxCaUiU/WJWbD1OeRhI/AAAAAAAB46k/q_AisO-QAloH1ldzZTn85m4BfqzT5C7dgCOcB/s1600/\n",
      "13364 \t https://lh3.googleusercontent.com/-SyRjwWg7wzQ/VBerlBz_YjI/AAAAAAAAy7Q/_EMmwhbeqDkLkLF76jOOfemlnEEt38YzwCOcB/s1600/\n",
      "13689 \t https://lh3.googleusercontent.com/-4C76EFULJM4/WLfTWOB_0uI/AAAAAAAAAA0/uqiS-JRuo8M3ge8TOp0kjUIw4JWRPqlSgCOcB/s1600/\n",
      "13795 \t https://lh3.googleusercontent.com/-2o_PF-1gy-E/WNcAIxLh6RI/AAAAAAAAYwc/MbznZVN9Cs8prnsjkhL5j_hWroYLW6hrQCOcB/s1600/\n",
      "14192 \t https://lh3.googleusercontent.com/-4jBVLQ-77Q0/WHlEcnx_GWI/AAAAAAAAAqo/o_0UESf1BH4d2r5fOp-wEcHB7hewguqDgCOcB/s1600/\n",
      "15038 \t https://lh3.googleusercontent.com/-uTPLks2ITzc/WIivBEUqW2I/AAAAAAAAABA/c1N_ZTuvpGEXFkH9537VIavtq4jOEgq1wCOcB/s1600/\n",
      "15078 \t https://lh3.googleusercontent.com/-vM4WBHfAcZA/WO8JTLkJl9I/AAAAAAAACRg/QTDNlJDXfzUyGILXKw0fjeNReJE6oH7MgCOcB/s1600/\n",
      "15106 \t https://lh3.googleusercontent.com/-fQfkBSeImfQ/WMfWukfNaNI/AAAAAAAAxto/RqK0oJZglVwJVGVsDwcL42d-5c5JmE6WwCOcB/s1600/\n",
      "15152 \t https://lh3.googleusercontent.com/--BvbhJ0EJGI/Vx7x9NUxrwI/AAAAAAAA2uk/W1Fz02xl7HMGkZ4xBr7_aWmWKBO37RppQCLgB/s1600/\n",
      "15463 \t https://lh3.googleusercontent.com/-tXUP6WL0eNk/WJ0Lo0DR_lI/AAAAAAAAa_8/yy6Dq19qCnwyH6CeDyQM5vFBWGCddKIswCOcB/s1600/\n",
      "15632 \t https://lh3.googleusercontent.com/-1UaIsuXA4fc/WaXh4G4WlKI/AAAAAAACxy8/N0rXFj_y6iAHVKJegsP9rKPOM7sJxaSPQCJoC/w500-h700/\n",
      "16249 \t https://lh3.googleusercontent.com/-gaHc6tJ9T_o/WMnaHWtz1sI/AAAAAAAAAX4/xO-vizbuO1AaIYpjYKtkbFuHQpFkoDumQCOcB/s1600/\n",
      "16322 \t https://lh3.googleusercontent.com/-YKQ020LbOnE/WIWZgjVZaUI/AAAAAAAAADw/RKt3ymQqMQcac-nJbhdYlFXcjfDr6bZ1QCOcB/s1600/\n",
      "16552 \t https://lh3.googleusercontent.com/-RgHumqSYVfo/UxAb4QSgXXI/AAAAAAAAD7s/wK1WFn8Sn3c/s1600/\n",
      "16616 \t https://lh3.googleusercontent.com/-vr8AJT3ahJI/WMuVKKQQoTI/AAAAAAAAAKc/5I9arBQFvmgey7rR8hpzm2ebDL5tEjLDACOcB/s1600/\n",
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      "97840 \t http://static.panoramio.com/photos/original/121903768.jpg\n",
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      "99739 \t https://lh3.googleusercontent.com/-eI-JzX1NbBQ/WLd66Km_rkI/AAAAAAAAxOM/lW7V0zsb6g8NbVvc7X9nKuvtU33xQmmQQCOcB/s1600/\n",
      "100102 \t https://lh3.googleusercontent.com/-RTtTBLBMGtI/WOfcB5KUCJI/AAAAAAAACrs/epzZ6Ri-_O8inb9VrwLaVELgqt98grPQACOcB/s1600/\n",
      "100786 \t https://lh3.googleusercontent.com/-A6ejz-IWRXg/WOHTn0WhJZI/AAAAAAAAALw/meQHqPJ0ABMNWjvpfDGJmEM45VftczCXwCOcB/s1600/\n",
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      "101369 \t https://lh3.googleusercontent.com/-LMZkM08SOF8/WN0ZWzgDBnI/AAAAAAAAKNU/6g7MM7xnFe0liaIkzmzEq_Zh5LiQ1MBpACOcB/s1600/\n",
      "101755 \t https://lh3.googleusercontent.com/-G5KKSO2mrPw/WOo-AZSh2RI/AAAAAAAAAAg/Cc0eaNzqo5APK6t9Bn96XRrEwuQqOy46ACOcB/s1600/\n",
      "101762 \t https://lh3.googleusercontent.com/-00sNYWMUcm4/WMfWulAwlbI/AAAAAAAAxto/Pk__lyRGoPYyeI8AHfoCbsQooM7CNrhJACOcB/s1600/\n",
      "102024 \t https://lh3.googleusercontent.com/-WYS9-5zpSQM/WJY5b_yWxoI/AAAAAAAAAvU/CNE17bUEtOEnmzruxrXRugG_qWLmSKsigCOcB/s1600/\n",
      "102394 \t https://lh3.googleusercontent.com/-i_5wzEBxicE/WL-b5QhtWNI/AAAAAAAAATc/T5eE4mOA454ieP5qgKaruYkbssPTN-KHQCOcB/s1600/\n",
      "102581 \t https://lh3.googleusercontent.com/-gBB7y5wNDvE/WNCcW_wpaII/AAAAAAAAAAo/FhB3N9veSjwwKWH8Cx0qS2M1n9c9imo7wCOcB/s1600/\n",
      "102661 \t https://images1-focus-opensocial.googleusercontent.com/gadgets/proxy?url=http://amordeimagenes.es/wp-content/uploads/2015/07/imagenesenmovimientodegatitos-gatito-ojos-dulces.gif&container=focus\n",
      "102859 \t https://lh3.googleusercontent.com/-Yx4kUguOHp8/WOCC8g8CX7I/AAAAAAAAC2Q/Xa2T7OT5w90QN_fZqIgtav0GRJDMxGSFQCOcB/s1600/\n",
      "102980 \t https://lh3.googleusercontent.com/-v2f0qtV6Pfs/WOETmgGeIGI/AAAAAAACtW0/rnoCYeGG7Q8uIjoc5PaBURL3OIxPpRmewCOcB/s1600/\n",
      "103277 \t https://lh3.googleusercontent.com/-gkRNc4xz-lI/WLgh1GJ6F0I/AAAAAAAADLQ/h-ZCghSblAEVQPuqusMtLAjRd5epQ2T9QCOcB/s1600/\n",
      "103307 \t https://lh3.googleusercontent.com/-7j54m5LI-vQ/V9l7CfMJ3oI/AAAAAAAAS40/Yuvt0YgId_UoZ8hdmH3bV9cWjBrk1V4-wCOcB/s1600/\n",
      "103390 \t https://lh3.googleusercontent.com/-1c1MBg_WKlE/VIbtP2Tl5JI/AAAAAAAAMiw/izBCLSxSwVk/s1600/\n",
      "104136 \t https://lh3.googleusercontent.com/-F27D6MtJwxg/WLTqHLDqq7I/AAAAAAAAArQ/zp7whFSAmhQX97tTSd3Gnp_UsYIXjdg3wCOcB/s1600/\n",
      "104145 \t https://lh3.googleusercontent.com/-0QcXl22SFIs/V7q1AVhszZI/AAAAAAAAB9g/jS8jl3usPPkBh1AK1xnYS0fVzaOj-gReACOcB/s1600/\n",
      "104160 \t https://lh3.googleusercontent.com/-3Gdl1gRLi4s/WIWlxaf4NhI/AAAAAAAAAWs/qGYjHBT3FTAGHHJ3SY6jGzK5oFmdaipJgCOcB/s1600/\n",
      "104186 \t https://lh3.googleusercontent.com/--qeZPagncCQ/WMOUC_48UtI/AAAAAAAAAXY/XXaYhvSE0pUkRWyQpFmLG47Piay2JJGOQCOcB/s1600/\n",
      "104811 \t https://lh3.googleusercontent.com/-Q0ZqaZ4ZX4A/WNRhtVZk4yI/AAAAAAAAL64/VD51VGytKgwfdyQ--INzujnBSs6bivjVACOcB/s1600/\n",
      "104975 \t https://lh3.googleusercontent.com/-Q3xHNdLZZkM/WIUfzU64HPI/AAAAAAAAAAo/UnnVBmWNsq03-Sx1ur7xN5LZKeWn51mKQCOcB/s1600/\n",
      "105118 \t https://lh3.googleusercontent.com/-1_muEOa7zas/WdvBLw3AmSI/AAAAAAACBkk/yW5AxtNaFiQzfyjHzHmGtcu_ib4-0PpRwCJoC/w640-h424/\n",
      "105273 \t https://lh3.googleusercontent.com/-3bD2JgZlxe8/WLd66C19u7I/AAAAAAAAxOM/evb4zqTiA50gSTc2ODm-SCat1gnguxsCACOcB/s1600/\n",
      "105408 \t https://lh3.googleusercontent.com/--ShnDLc2ei8/WMfWdZpxoTI/AAAAAAAAxto/b6zzT3e1y_AVlk9Mz4gbjru2JTjJ4vCKwCOcB/s1600/\n",
      "105451 \t https://lh3.googleusercontent.com/-IzjV0gS_pMQ/WLyN4DNrCXI/AAAAAAAAEUs/dQh93BJ5u4YLBDhpWLm-3T1fTsUh9POjACOcB/s1600/\n",
      "105497 \t https://lh3.googleusercontent.com/-4x8WxMrNAJE/WJY5XAq6qxI/AAAAAAAAAvU/hp1QtB0UWFg5FeWxi4b_qMFga6zpgo_nACOcB/s1600/\n",
      "106293 \t https://lh3.googleusercontent.com/-gz0P-7t5L14/WOqPfbxas2I/AAAAAAAADOo/yzK54KJqgwoC9K_ZUHRrWTpE1Mq_yi2fACOcB/s1600/\n",
      "106616 \t https://lh3.googleusercontent.com/-yEthYr7MnOQ/WLg4YVHI_SI/AAAAAAAADf8/vPeFZv26f_UL2Pdo9hNvvNlJOM2ksM3nQCOcB/s1600/\n",
      "106726 \t https://lh3.googleusercontent.com/-KPqEHJUv6cQ/WKNE13VPxSI/AAAAAAAAAAQ/-pJWzKitjhgGewsd5Rd-Jc3goroJp36BACOcB/s1600/\n",
      "106893 \t https://lh3.googleusercontent.com/-EBIslOwCZmw/WMGs82rXSKI/AAAAAAAAA-Q/4HiD94WOkaUx6cYBg1hMwCifmB-0fC_XQCOcB/s1600/\n",
      "106939 \t https://lh3.googleusercontent.com/-B1q84G1HiJo/WUYx4AKPa5I/AAAAAAACgZE/mT92qhHDhucuxA1-SuTPz9p_GXsWcvquQCL0BGAs/s0-d/\n",
      "107368 \t https://lh3.googleusercontent.com/-bYEYfmu94A4/UJZaoKHIbzI/AAAAAAAAPiw/8RbPUu2QZng/s1600/\n",
      "107676 \t https://lh3.googleusercontent.com/-Ij14Dkrei0Q/WL3cfTDbPeI/AAAAAAAABS4/C3eEDICi6jEZ-tcBMaurW07-0fcQtsbVACOcB/s1600/\n",
      "107839 \t https://lh3.googleusercontent.com/-8-2iJH5KbBk/WPZw89-WLaI/AAAAAAAAAAk/VkyYE4tyXUImu0DP_M7U7Rox1E7XbrsxQCOcB/s1600/\n",
      "107843 \t https://lh3.googleusercontent.com/-1o6bgWFlesU/V6cM9iLGV2I/AAAAAAAEej4/KH6xFN9nGHM5JbXJ2u8iTZZ7QUNPQWwIACOcB/s1600/\n",
      "108268 \t https://lh3.googleusercontent.com/-0mVwZ-OO2wg/WKFD-T7tqGI/AAAAAAAAVyA/NO51LR4QoHEHhbrQ-IC3tyxJsq7isnFYQCOcB/s1600/\n",
      "108534 \t https://images2-focus-opensocial.googleusercontent.com/gadgets/proxy?container=focus&gadget=a&no_expand=1&refresh=604800&url=http://kenh14cdn.com/2017/h3-1488172543696.gif\n",
      "108539 \t https://lh3.googleusercontent.com/-OcTqYCCtook/WJhZw7fmI0I/AAAAAAAAAj0/oJxQVONHhVAVyyU-bZQF-U1jnfY0pVjxQCOcB/s1600/\n",
      "108743 \t https://lh3.googleusercontent.com/-3JxCEWfumvQ/V30GN_BzlUI/AAAAAAAAQF4/-vJzjLIImLwMz6Y6LMm50RtTnBJk-c04gCOcB/s1600/\n",
      "109010 \t https://lh3.googleusercontent.com/-4FntclNpKcw/VW_JdBjENII/AAAAAAAAlh8/6eNhk7XQGtQ/s1600/\n",
      "110222 \t https://lh3.googleusercontent.com/-5OymyFXEU9o/VTCnn27QEeI/AAAAAAAAB50/MWjk0eyVB3Q/s1600/\n",
      "110293 \t https://lh3.googleusercontent.com/--BPLlYMjr-w/V30GN0trXfI/AAAAAAAAQF4/7gz07_Yhka4hMSiypg0AbO-HQe8x4gmegCOcB/s1600/\n",
      "110590 \t https://lh3.googleusercontent.com/--Eu9poAR87E/WNcZtB6_yOI/AAAAAAAAAHs/0SOgd8p5eSgijaMq3OON9DSnwwEw-2eGgCOcB/s1600/\n",
      "111121 \t https://lh3.googleusercontent.com/-86id1zAAWHE/WLd66DjBKVI/AAAAAAAAxOM/RIS4UQDkl-oxDWzOGB5t7P5Og_gH0mhBwCOcB/s1600/\n",
      "111233 \t https://lh3.googleusercontent.com/-EP3Az_gqK0Q/WYYJHW20WFI/AAAAAAAAAJs/T1ER0Yrqt6IseKOKWCFEI3gmMblHPU6HQCJoC/w506-h750/\n",
      "111368 \t https://lh3.googleusercontent.com/-11VgiPMMySI/WMOURQsCmwI/AAAAAAAAAXY/RvUdWFZPZB0Hx8T_tABK-3NqIH7UMWarQCOcB/s1600/\n",
      "111657 \t https://lh3.googleusercontent.com/-N6tRb43951k/WMdLx7wZVPI/AAAAAAAABnQ/Ad3TlXTKaacFUxN7jeIBRpHGSQ0GcoL1ACOcB/s1600/\n",
      "112344 \t https://lh3.googleusercontent.com/-zTTbUIAU70U/WOjcLL2BoBI/AAAAAAAAFt0/5sgPGV3RHgc74FC10tP0EG1jW3Mxttd0ACOcB/s1600/\n",
      "112432 \t https://lh3.googleusercontent.com/-DRvNZTs2MHU/VkksHuzw9gI/AAAAAAAABW0/o8vBRaDS-4kiu0x3oqbvXrzsICpklqcbwCOcB/s1600/\n",
      "112850 \t https://lh3.googleusercontent.com/-cjWErUFm148/WL2nsBP-kiI/AAAAAAAAA_I/ZLG7krIcZ14I5T3rrbywwwBVQnsPSnBlQCOcB/s1600/\n",
      "113092 \t https://lh3.googleusercontent.com/-owma27XeH8A/WLR7Mk636wI/AAAAAAAAAB8/vvPpwbOs6o0GiL0r9nK1nIZ8Aj1RQJuTQCOcB/s1600/\n",
      "113649 \t https://lh3.googleusercontent.com/-3WNVPbXtSec/VjbL6iF7xHI/AAAAAAAACEw/Pvbv3pBSODA/s1600/\n",
      "113914 \t https://lh3.googleusercontent.com/-NZIjKueHL3M/WIdTDvJ3NyI/AAAAAAAAD9w/DkhKJwIsbYAffaSFPGoehLVNCEZwdbANACOcB/s1600/\n",
      "114178 \t https://lh3.googleusercontent.com/-78636fdzG18/WN0IGMMe-kI/AAAAAAAAAhQ/5fiynjiHbBQKzxtGgBjhQLp6OL4cMIGWwCOcB/s1600/\n",
      "114204 \t https://lh3.googleusercontent.com/-5Vo5W-BhckU/WN6XnPUC4tI/AAAAAAAABA4/bIjFh7KQ9KUyqgDYdpV5iD8XjwL2CRCfgCOcB/s1600/\n",
      "114273 \t https://lh3.googleusercontent.com/-J4kowWIhs3c/WKP0t0si36I/AAAAAAAAADI/62l-wjNf2bATHv9qJ4fjKrluKvE55SWXgCOcB/s1600/\n",
      "114608 \t https://lh3.googleusercontent.com/-D5ueFXm--6M/WNFUF1N7brI/AAAAAAAAaTY/1JcG2R4bxpA56v0VKAcUjFXxnMe16zvEACOcB/s1600/\n",
      "114644 \t https://lh3.googleusercontent.com/-Bb9bR_0pKws/WJa20noN2LI/AAAAAAAAIVg/fSYIK9gzRuE9t33BhWoE6ieOl3uA2N2OwCOcB/s1600/\n",
      "114719 \t https://lh3.googleusercontent.com/-IZf3VrkiWVk/WMSbh_BXZ4I/AAAAAAAAAGU/h7UCbgscyIYMNRMtsXy4_f5Sb8BgQu8OgCOcB/s1600/\n",
      "114738 \t https://lh3.googleusercontent.com/-gfK_BGRYJYU/WJY4wPL2xCI/AAAAAAAAAuI/Jd8TStE2FyclZpppz4fWKMpISLiQ-XZqQCOcB/s1600/\n",
      "114788 \t https://lh3.googleusercontent.com/-5eyKkuZNs1Q/WIK3oL5_xdI/AAAAAAAAKGI/-mLg9OEU0LEOYNjKos95km6mEsaAeoe-wCOcB/s1600/\n",
      "114927 \t https://lh3.googleusercontent.com/-WJep8xcgOH0/WOK0Abx13wI/AAAAAAAAAsM/YCV77nhvEP4q-VG1_15_U6_9-jZuymr6ACOcB/s1600/\n",
      "115256 \t https://lh3.googleusercontent.com/-0hNcn1I5Jgw/WPVOkjcdKTI/AAAAAAAAENk/-z957Q6TgW0f4_aphC2oY8Yd9R0bw4ZkwCOcB/s1600/\n",
      "116042 \t https://lh3.googleusercontent.com/-tvsYgCRQDJM/WKRHikH3mQI/AAAAAAAAAeo/6qWx0-5EZM89skR_4tpf3J8FzuG98wL2QCOcB/s1600/\n",
      "116117 \t https://lh3.googleusercontent.com/-7agHopo2h5E/WMfWugekOnI/AAAAAAAAxto/JAIeRb9BVGcrmdEUIYvDunvPX58xXTniQCOcB/s1600/\n",
      "116430 \t https://lh3.googleusercontent.com/-Rzx1n-JAHls/WOlFFFNye6I/AAAAAAAABdI/hmg4byROdEUs53RfEhWElue8J3vHhg_WgCOcB/s1600/\n",
      "116557 \t https://lh3.googleusercontent.com/-GmwbqxkZ02Y/WAx7WFW-RII/AAAAAAAABq0/UOlB5mTSiwEtbSJBC0iQazlLBMWUN-iWACOcB/s1600/\n",
      "117013 \t http://static.panoramio.com/photos/original/126190389.jpg\n",
      "117312 \t https://lh3.googleusercontent.com/-itgElzy3NAI/V30GN9wdIEI/AAAAAAAAQF4/nRO8szHjyzc36u0XJrzJ9IJvPVuXOZf6gCOcB/s1600/\n"
     ]
    }
   ],
   "source": [
    "# Iterate all images to resize and save images ==> (256, 256, 3)\n",
    "ids = test['id'].values\n",
    "urls = test['url'].values\n",
    "\n",
    "test_id = []\n",
    "test_url = []\n",
    "test_errors = []\n",
    "\n",
    "t0 = time.time()\n",
    "idx = 0\n",
    "\n",
    "for i in range(len(test)):\n",
    "    # Helpful information\n",
    "    if i % 10000 == 0:\n",
    "        _ = gc.collect()   # cleanup\n",
    "        t = time.time() - t0\n",
    "        print('\\nProcess: {:9d}'.format(i), '   Used time: {} s'.format(np.round(t, 0)))\n",
    "        t0 = time.time()\n",
    "    if i % 125 == 0:\n",
    "        print('=', end='')\n",
    "        \n",
    "    # Try to resize the valid images\n",
    "    try:\n",
    "        img = io.imread('./data/all/test_images/' + str(i) + '.jpg')\n",
    "        resized = np.array(resize(img, (256, 256, 3), mode='reflect') * 255, dtype=np.uint8)\n",
    "        io.imsave('./data/resized/test_resized/' + str(idx) + '.jpg', resized)\n",
    "        test_id.append(ids[i])\n",
    "        test_url.append(urls[i])\n",
    "        idx += 1\n",
    "    except:\n",
    "        test_errors.append(i)\n",
    "        \n",
    "test_df = pd.DataFrame({'id': test_id, 'url': test_url}, columns=['id', 'url'])\n",
    "\n",
    "# Print error information\n",
    "if len(test_errors) > 0:\n",
    "    print('\\nErrors:')\n",
    "    for j in test_errors:\n",
    "        print(j, '\\t', urls[j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save useful information\n",
    "np.save('./data/errors/test_error_id.npy', test_errors)\n",
    "\n",
    "test_df.to_csv('./data/resized/test_resized.csv', index=False)\n",
    "\n",
    "test_error_url = [urls[k] for k in test_errors]\n",
    "\n",
    "test_err_df = pd.DataFrame({'id': test_errors, 'url': test_error_url}, \n",
    "                           columns=['id', 'url'])\n",
    "test_err_df.to_csv('./data/errors/test_error_df.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original:\t (117703, 2)\n",
      "Resized:\t (117224, 2)\n",
      "Errors:\t\t 479\n"
     ]
    }
   ],
   "source": [
    "print('Original:\\t', test.shape)\n",
    "print('Resized:\\t', test_df.shape)\n",
    "print('Errors:\\t\\t', len(test_errors))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the distribution of landmark ids\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "sns.distplot(train['landmark_id'], ax=ax)\n",
    "ax.set_xlabel('Landmark ID', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Group data according unique landmark_id\n",
    "grouped = train[['landmark_id', 'id']].groupby('landmark_id').count().reset_index()\n",
    "grouped = grouped.sort_values('id', ascending=False)\n",
    "grouped = grouped.rename(columns={'id': 'count'}).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>landmark_id</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9633</td>\n",
       "      <td>50337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6051</td>\n",
       "      <td>50148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6599</td>\n",
       "      <td>23415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9779</td>\n",
       "      <td>18471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2061</td>\n",
       "      <td>13271</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   landmark_id  count\n",
       "0         9633  50337\n",
       "1         6051  50148\n",
       "2         6599  23415\n",
       "3         9779  18471\n",
       "4         2061  13271"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Landmark with largest images\n",
    "grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>landmark_id</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14946</th>\n",
       "      <td>11514</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14947</th>\n",
       "      <td>4334</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14948</th>\n",
       "      <td>6261</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14949</th>\n",
       "      <td>6845</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14950</th>\n",
       "      <td>7916</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       landmark_id  count\n",
       "14946        11514      1\n",
       "14947         4334      1\n",
       "14948         6261      1\n",
       "14949         6845      1\n",
       "14950         7916      1"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Landmark with smallest images\n",
    "grouped.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.41234700020065546"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(grouped[grouped['count'] < 10]) / len(grouped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Environment (conda_tensorflow_p36)",
   "language": "python",
   "name": "conda_tensorflow_p36"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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 },
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