Iamge data Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "09dd86e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting easyimages\n",
      "  Downloading easyimages-1.91-py2.py3-none-any.whl (88 kB)\n",
      "\u001b[2K     \u001b[38;2;114;156;31m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m88.0/88.0 kB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m8 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\n",
      "\u001b[?25hCollecting pycocotools\n",
      "  Downloading pycocotools-2.0.6.tar.gz (24 kB)\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: opencv-python in ./opt/anaconda3/lib/python3.9/site-packages (from easyimages) (4.7.0.72)\n",
      "Requirement already satisfied: ipython in ./opt/anaconda3/lib/python3.9/site-packages (from easyimages) (8.2.0)\n",
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      "Requirement already satisfied: requests>=2.11.1 in ./opt/anaconda3/lib/python3.9/site-packages (from easyimages) (2.27.1)\n",
      "Collecting imutils==0.4.6\n",
      "  Downloading imutils-0.4.6.tar.gz (14 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.14.5 in ./opt/anaconda3/lib/python3.9/site-packages (from easyimages) (1.21.5)\n",
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      "Requirement already satisfied: six>=1.5 in ./opt/anaconda3/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib->easyimages) (1.16.0)\n",
      "Requirement already satisfied: notebook>=4.4.1 in ./opt/anaconda3/lib/python3.9/site-packages (from widgetsnbextension~=3.5.0->ipywidgets->easyimages) (6.4.8)\n",
      "Requirement already satisfied: asttokens in ./opt/anaconda3/lib/python3.9/site-packages (from stack-data->ipython->easyimages) (2.0.5)\n",
      "Requirement already satisfied: pure-eval in ./opt/anaconda3/lib/python3.9/site-packages (from stack-data->ipython->easyimages) (0.2.2)\n",
      "Requirement already satisfied: executing in ./opt/anaconda3/lib/python3.9/site-packages (from stack-data->ipython->easyimages) (0.8.3)\n",
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      "Requirement already satisfied: pyzmq>=13 in ./opt/anaconda3/lib/python3.9/site-packages (from jupyter-client<8.0->ipykernel>=4.5.1->ipywidgets->easyimages) (22.3.0)\n",
      "Requirement already satisfied: argon2-cffi in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (21.3.0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: nbconvert in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (6.4.4)\n",
      "Requirement already satisfied: terminado>=0.8.3 in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.13.1)\n",
      "Requirement already satisfied: prometheus-client in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.13.1)\n",
      "Requirement already satisfied: Send2Trash>=1.8.0 in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (1.8.0)\n",
      "Requirement already satisfied: jinja2 in ./opt/anaconda3/lib/python3.9/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (2.11.3)\n",
      "Requirement already satisfied: argon2-cffi-bindings in ./opt/anaconda3/lib/python3.9/site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (21.2.0)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in ./opt/anaconda3/lib/python3.9/site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (2.0.1)\n",
      "Requirement already satisfied: pandocfilters>=1.4.1 in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (1.5.0)\n",
      "Requirement already satisfied: beautifulsoup4 in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (4.11.1)\n",
      "Requirement already satisfied: defusedxml in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.7.1)\n",
      "Requirement already satisfied: jupyterlab-pygments in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.1.2)\n",
      "Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.5.13)\n",
      "Requirement already satisfied: mistune<2,>=0.8.1 in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.8.4)\n",
      "Requirement already satisfied: entrypoints>=0.2.2 in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.4)\n",
      "Requirement already satisfied: testpath in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.5.0)\n",
      "Requirement already satisfied: bleach in ./opt/anaconda3/lib/python3.9/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (4.1.0)\n",
      "Requirement already satisfied: cffi>=1.0.1 in ./opt/anaconda3/lib/python3.9/site-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (1.15.0)\n",
      "Requirement already satisfied: soupsieve>1.2 in ./opt/anaconda3/lib/python3.9/site-packages (from beautifulsoup4->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (2.3.1)\n",
      "Requirement already satisfied: webencodings in ./opt/anaconda3/lib/python3.9/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (0.5.1)\n",
      "Requirement already satisfied: pycparser in ./opt/anaconda3/lib/python3.9/site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets->easyimages) (2.21)\n",
      "Building wheels for collected packages: imutils, pycocotools\n",
      "  Building wheel for imutils (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for imutils: filename=imutils-0.4.6-py3-none-any.whl size=22841 sha256=a0618d59509ca4f8fdd16f6e10753b69e513dd0cf5783796ebdcf56ae9e2defe\n",
      "  Stored in directory: /Users/munseunghyeon/Library/Caches/pip/wheels/37/98/1c/b9cf99dfc62a450b200b1e7284e4ed68b32461fbddf6b175cb\n",
      "  Building wheel for pycocotools (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pycocotools: filename=pycocotools-2.0.6-cp39-cp39-macosx_10_9_x86_64.whl size=86402 sha256=8d52bfb1dd8b096aec00006a378a7c655dcff79da79a39e02ffba20051410333\n",
      "  Stored in directory: /Users/munseunghyeon/Library/Caches/pip/wheels/29/98/97/6c7dca1f8e4c854e15a2676ac98ae3f46ec83ee031d827a5c8\n",
      "Successfully built imutils pycocotools\n",
      "Installing collected packages: imutils, pycocotools, easyimages\n",
      "Successfully installed easyimages-1.91 imutils-0.4.6 pycocotools-2.0.6\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.0.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!pip install easyimages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bbc6add3",
   "metadata": {},
   "outputs": [
    {
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height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/420643.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/67826.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1185445.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3175105.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/484038.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3428446.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1816741.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3240840.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2364059.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2683315.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2918880.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1043283.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2570111.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1739519.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/727825.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1410907.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1771395.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/424996.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1700578.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3831510.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/305590.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3269273.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2705419.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1657587.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1481550.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1667135.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/769522.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3279836.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3639398.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1166116.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/490047.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2271474.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2929448.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2574026.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/267865.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1072416.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/822817.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2407532.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2677312.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2909139.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/103801.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3833639.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2651801.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1889575.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1350394.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1657587.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3004621.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1322211.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1790730.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3829004.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3619289.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1818676.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1820074.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/112378.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/339921.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/127721.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1674492.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2157956.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2109273.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2602468.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2975948.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/769522.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/116697.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3603821.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/420768.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/455977.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1361950.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/265928.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2564881.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3687109.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/603113.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/603113.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2101662.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3068872.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3217751.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3110084.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2648160.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2591737.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3551588.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3833639.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2626973.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3829790.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3819511.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/532974.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3243441.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3485833.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2766379.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/532191.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2528236.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2520431.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/790787.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1199851.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2989799.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2074694.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3440507.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3376635.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3021995.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3027601.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1698156.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1847944.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1335563.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2878249.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2745241.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1810149.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/997950.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3214508.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/939827.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1043283.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/984571.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/946403.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/987860.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3589097.jpg'/></div><div class=\"zoom\"><img style='width: 44px; 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height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1111062.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2178254.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2298862.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3376635.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3819511.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1919827.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3023096.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3508043.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2434963.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3647026.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3588721.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3676725.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2538221.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3203950.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1165004.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2206034.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1990658.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2782050.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1753164.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/128259.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/321197.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2582077.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/822817.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1886694.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1376013.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1323309.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2777273.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/238868.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2961406.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3800561.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1810149.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/657618.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1646808.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1466791.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/85857.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1357950.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2995608.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2839261.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1626685.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2663191.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1464079.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2298195.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3175105.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/208041.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2713820.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1159801.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2106005.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3376635.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1321400.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3267436.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/202741.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/483621.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3577845.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/644109.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3468573.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3127422.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/486170.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2961496.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3176186.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/657618.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1753171.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1264435.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/103801.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1725747.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2766011.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3687109.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3307686.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3018695.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2708417.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/420643.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1617515.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2666921.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1113017.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2769470.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1753171.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3365558.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/547961.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/871917.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/966595.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/488508.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2097980.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1392703.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2570111.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/650815.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2400434.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/647043.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1899005.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1830215.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2157956.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2400434.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/127721.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/590327.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2769307.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3385074.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1995380.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1109597.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2683315.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1332030.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1977565.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2713820.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3760032.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2769307.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2097980.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2955004.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3217969.jpg'/></div><div class=\"zoom\"><img style='width: 44px; 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height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2986199.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3254296.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/957090.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1280767.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3800561.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2626973.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1230465.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1510125.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2915359.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/886793.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/101251.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1133267.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3021995.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3211704.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3427584.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2407532.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2918880.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2967700.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/484038.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1332030.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/794735.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/827575.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1361950.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1491146.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/715180.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2977851.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2480328.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2517642.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3720779.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1050519.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3420738.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1322211.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3267436.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3324492.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/323108.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1447062.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/63651.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1617793.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1047447.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1893663.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3636185.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2088064.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1322211.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2047916.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2175701.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1074942.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1026328.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1364847.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2764778.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2983047.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3269273.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1969851.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1581291.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2379223.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2708417.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1355206.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/490047.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2704442.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2445712.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3059110.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3127422.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2479319.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3770020.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3647026.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1068632.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/375297.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2517059.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3691035.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1944962.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1820074.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1448488.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3243441.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1428585.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2345199.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1133267.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/259923.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1816741.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1786261.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1946376.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/339902.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3497884.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2900219.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/292333.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2479319.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3549466.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2968495.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1246460.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/484947.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/182745.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2412284.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3478976.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/590327.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2361153.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3915887.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3553736.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2601847.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/471995.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1544507.jpg'/></div><div class=\"zoom\"><img style='width: 44px; 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height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3696282.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/668603.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1364847.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/884504.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/693210.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2400434.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/829949.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2408052.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2546216.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/817073.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2721937.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1514110.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2298862.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3593810.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3613613.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/2542633.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1185445.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/959388.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/794735.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3226877.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/257378.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1753164.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/495046.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/3723836.jpg'/></div><div class=\"zoom\"><img style='width: 44px; height: 44px; margin: 1px; float: left; border: 0px solid black;'title=[] src='temp_link/1897389.jpg'/></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from easyimages import EasyImageList as eil\n",
    "import numpy as np\n",
    "\n",
    "Li = eil.from_folder(\"/Users/munseunghyeon/input/food-101/food-101/images/apple_pie\")\n",
    "Li.symlink_images()\n",
    "Li.html(sample=500, size = 44)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f2482eff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "\n",
    "# Read the image file\n",
    "image = cv2.imread(\"/Users/munseunghyeon/input/food-101/food-101/images/apple_pie/134.jpg\")\n",
    "\n",
    "# Read the height and width of the image\n",
    "height, width, shape = image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e5e38b46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(512, 384, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "height, width, shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a1aacc0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#한식 데이터 \n",
    "import glob\n",
    "import os\n",
    "\n",
    "folder_path = \"/Users/munseunghyeon/Downloads/한국 음식 이미지/kfood\"\n",
    "big_class = glob.glob(f\"{folder_path}/*\")\n",
    "food_class = []\n",
    "\n",
    "\n",
    "for i in big_class : \n",
    "    food_class.append(glob.glob(f\"{i}/*\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0637c939",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "flatten = lambda l: [item for sublist in l for item in sublist]\n",
    "split_and_return_last = lambda l: [x.split('/')[-1] for x in flatten(l)]\n",
    "\n",
    "\n",
    "with open('kor_classes.txt', 'w') as f:\n",
    "    for item in split_and_return_last(food_class):\n",
    "        f.write(f'{item}\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b960bbf8",
   "metadata": {},
   "outputs": [
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       " ...]"
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     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9a04fcfb",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp = glob.glob(\"/Users/munseunghyeon/Documents/kor_food/images/*/*\")\n",
    "\n",
    "result = [item.split(\"/\")[-1] for item in temp]\n",
    "\n",
    "result2 = [x for x in result if x.split(\".\")[-1] == \"jpg\"]\n",
    "\n",
    "result2\n",
    "\n",
    "with open('kor_train_data.txt', 'w') as f:\n",
    "    for item in result2:\n",
    "        f.write(f'{item}\\n')\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "23068d06",
   "metadata": {},
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       " 'Img_020_0622.jpg',\n",
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       " 'Img_020_0193.jpg',\n",
       " 'Img_020_0187.jpg',\n",
       " 'Img_020_0839.jpg',\n",
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       " 'Img_020_0804.jpg',\n",
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       " 'Img_020_0145.jpg',\n",
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       " 'Img_020_0031.jpg',\n",
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       " 'Img_020_0025.jpg',\n",
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       " 'Img_020_0960.jpg',\n",
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       " 'Img_020_0223.jpg',\n",
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       " 'Img_020_0155.jpg',\n",
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       " 'Img_020_0627.jpg',\n",
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       " 'Img_020_0395.jpg',\n",
       " 'Img_020_0342.jpg',\n",
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       " 'Img_020_0593.jpg',\n",
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       " 'Img_020_0222.jpg',\n",
       " 'Img_020_0578.jpg',\n",
       " 'Img_020_0791.jpg',\n",
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       " 'Img_020_0785.jpg',\n",
       " 'Img_020_0975.jpg',\n",
       " 'Img_020_0961.jpg',\n",
       " 'Img_020_0752.jpg',\n",
       " 'Img_020_0034.jpg',\n",
       " 'Img_020_0020.jpg',\n",
       " 'Img_020_0746.jpg',\n",
       " 'Img_020_0008.jpg',\n",
       " 'Img_020_0778.jpg',\n",
       " 'Img_020_0036.jpg',\n",
       " 'Img_020_0750.jpg',\n",
       " 'Img_020_0988.jpg',\n",
       " 'Img_020_0744.jpg',\n",
       " 'Img_020_0022.jpg',\n",
       " 'Img_020_0977.jpg',\n",
       " 'Img_020_0963.jpg',\n",
       " 'Img_020_0793.jpg',\n",
       " 'Img_020_0787.jpg',\n",
       " 'Img_020_0208.jpg',\n",
       " 'Img_020_0552.jpg',\n",
       " 'Img_020_0234.jpg',\n",
       " 'Img_020_0220.jpg',\n",
       " 'Img_020_0546.jpg',\n",
       " 'Img_020_0591.jpg',\n",
       " 'Img_020_0585.jpg',\n",
       " 'Img_020_0368.jpg',\n",
       " 'Img_020_0426.jpg',\n",
       " 'Img_020_0340.jpg',\n",
       " 'Img_020_0354.jpg',\n",
       " 'Img_020_0432.jpg',\n",
       " 'Img_020_0383.jpg',\n",
       " 'Img_020_0397.jpg',\n",
       " 'Img_020_0618.jpg',\n",
       " 'Img_020_0142.jpg',\n",
       " 'Img_020_0624.jpg',\n",
       " 'Img_020_0630.jpg',\n",
       " 'Img_020_0156.jpg',\n",
       " 'Img_020_0803.jpg',\n",
       " 'Img_020_0817.jpg',\n",
       " 'Img_020_0181.jpg',\n",
       " 'Img_020_0195.jpg',\n",
       " 'Img_020_0194.jpg',\n",
       " 'Img_020_0180.jpg',\n",
       " 'Img_020_0816.jpg',\n",
       " 'Img_020_0802.jpg',\n",
       " 'Img_020_0631.jpg',\n",
       " 'Img_020_0157.jpg',\n",
       " 'Img_020_0143.jpg',\n",
       " 'Img_020_0625.jpg',\n",
       " 'Img_020_0619.jpg',\n",
       " 'Img_020_0396.jpg',\n",
       " 'Img_020_0382.jpg',\n",
       " 'Img_020_0355.jpg',\n",
       " 'Img_020_0433.jpg',\n",
       " 'Img_020_0427.jpg',\n",
       " 'Img_020_0341.jpg',\n",
       " 'Img_020_0369.jpg',\n",
       " 'Img_020_0584.jpg',\n",
       " 'Img_020_0590.jpg',\n",
       " 'Img_020_0221.jpg',\n",
       " 'Img_020_0547.jpg',\n",
       " 'Img_020_0553.jpg',\n",
       " 'Img_020_0235.jpg',\n",
       " 'Img_020_0209.jpg',\n",
       " 'Img_020_0786.jpg',\n",
       " 'Img_020_0792.jpg',\n",
       " 'Img_020_0962.jpg',\n",
       " 'Img_020_0976.jpg',\n",
       " 'Img_020_0745.jpg',\n",
       " 'Img_020_0023.jpg',\n",
       " 'Img_020_0037.jpg',\n",
       " 'Img_020_0989.jpg',\n",
       " 'Img_020_0751.jpg',\n",
       " 'Img_020_0779.jpg',\n",
       " 'Img_005_0488.jpg',\n",
       " 'Img_005_0339.jpg',\n",
       " ...]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result2 = [x for x in result if x.split(\".\")[-1] == \"jpg\"]\n",
    "\n",
    "result2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "56b64850",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import os\n",
    "\n",
    "folder_path = \"/Users/munseunghyeon/input/food-101/food-101/images\"\n",
    "folder_result = glob.glob(f\"{folder_path}/*\")\n",
    "\n",
    "file_size_list = []\n",
    "file_info_list = []\n",
    "img_num = {}\n",
    "\n",
    "for i in folder_result :\n",
    "    result = glob.glob(f\"{i}/*\")\n",
    "    img_num.update({i : len(result)})\n",
    "    for j in result :\n",
    "        image = cv2.imread(j)\n",
    "        img_size = os.path.getsize(j)\n",
    "        height, width, shape = image.shape\n",
    "        file_info_list.append([height, width, shape])\n",
    "        file_size_list.append(img_size)\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bc855490",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['GTK3Agg', 'GTK3Cairo', 'GTK4Agg', 'GTK4Cairo', 'MacOSX', 'nbAgg', 'QtAgg', 'QtCairo', 'Qt5Agg', 'Qt5Cairo', 'TkAgg', 'TkCairo', 'WebAgg', 'WX', 'WXAgg', 'WXCairo', 'agg', 'cairo', 'pdf', 'pgf', 'ps', 'svg', 'template']\r\n"
     ]
    }
   ],
   "source": [
    "!python -c \"import matplotlib; print(matplotlib.rcsetup.all_backends)\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f725a4fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/munseunghyeon/opt/anaconda3/lib/python3.9/tkinter/__init__.py:814: UserWarning: Glyph 51060 (\\N{HANGUL SYLLABLE I}) missing from current font.\n",
      "  func(*args)\n",
      "/Users/munseunghyeon/opt/anaconda3/lib/python3.9/tkinter/__init__.py:814: UserWarning: Glyph 48120 (\\N{HANGUL SYLLABLE MI}) missing from current font.\n",
      "  func(*args)\n",
      "/Users/munseunghyeon/opt/anaconda3/lib/python3.9/tkinter/__init__.py:814: UserWarning: Glyph 51648 (\\N{HANGUL SYLLABLE JI}) missing from current font.\n",
      "  func(*args)\n",
      "/Users/munseunghyeon/opt/anaconda3/lib/python3.9/tkinter/__init__.py:814: UserWarning: Glyph 49324 (\\N{HANGUL SYLLABLE SA}) missing from current font.\n",
      "  func(*args)\n",
      "/Users/munseunghyeon/opt/anaconda3/lib/python3.9/tkinter/__init__.py:814: UserWarning: Glyph 51592 (\\N{HANGUL SYLLABLE JEU}) missing from current font.\n",
      "  func(*args)\n"
     ]
    }
   ],
   "source": [
    "import tkinter\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.use('TkAgg')\n",
    "fig, ax = plt.subplots()\n",
    "plt.boxplot(file_size_list)\n",
    "\n",
    "ax.set_title(\"이미지 사이즈\")\n",
    "ax.set_xlabel(\"data\")\n",
    "ax.set_ylabel(\"value\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "edc720a6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fe97e8d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "avg_height = np.array(file_info_list)[:,0].mean()\n",
    "avg_width = np.array(file_info_list)[:,1].mean()\n",
    "avg_shape = np.array(file_info_list)[:,2].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ce3969a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "475.3734851485149 495.7900396039604 3.0\n"
     ]
    }
   ],
   "source": [
    "print(avg_height, avg_width, avg_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "da4c8ec3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "matplotlib.use('TkAgg')\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar([\"avg_height\", \"avg_width\", \"avg_shape\"], [avg_height, avg_width, avg_shape])\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7c10bd19",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.7.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib\n",
    "matplotlib.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ab7269fc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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