LensTool.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f39786d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:98% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:98% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "703164f1",
   "metadata": {},
   "source": [
    "# Skip the downloading stuff, we don't want to bring down the website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "de10cbd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from itertools import product\n",
    "from functools import lru_cache\n",
    "\n",
    "sess = requests.session()\n",
    "sess.headers.update({\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36\"\n",
    "})\n",
    "\n",
    "@lru_cache(maxsize=2000)\n",
    "def fetch(url):\n",
    "    res = sess.get(url)\n",
    "    res = BeautifulSoup(res.content, \"html.parser\")\n",
    "    return res\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "04b74ff2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('950', 'Canon EF-S 10-18mm f/4.5-5.6 IS STM Lens'),\n",
       " ('271', 'Canon EF-S 10-22mm f/3.5-4.5 USM Lens'),\n",
       " ('967', 'Canon EF-M 11-22mm f/4-5.6 IS STM Lens'),\n",
       " ('977', 'Canon EF 11-24mm f/4L USM Lens'),\n",
       " ('1569', 'Canon RF 14-35mm F4 L IS USM Lens'),\n",
       " ('1624', 'Canon RF 15-30mm F4.5-6.3 IS STM Lens'),\n",
       " ('1414', 'Canon RF 15-35mm F2.8 L IS USM Lens'),\n",
       " ('1114', 'Canon EF-M 15-45mm f/3.5-6.3 IS STM Lens'),\n",
       " ('675', 'Canon EF-S 15-85mm f/3.5-5.6 IS USM Lens'),\n",
       " ('1073', 'Canon EF 16-35mm f/2.8L III USM Lens'),\n",
       " ('412', 'Canon EF 16-35mm f/2.8L II USM Lens'),\n",
       " ('114', 'Canon EF 16-35mm f/2.8L USM Lens'),\n",
       " ('949', 'Canon EF 16-35mm f/4L IS USM Lens'),\n",
       " ('100', 'Canon EF 17-40mm f/4L USM Lens'),\n",
       " ('398', 'Canon EF-S 17-55mm f/2.8 IS USM Lens'),\n",
       " ('251', 'Canon EF-S 17-85mm f/4-5.6 IS USM Lens'),\n",
       " ('1621', 'Canon RF-S 18-45mm F4.5-6.3 IS STM Lens'),\n",
       " ('836', 'Canon EF-S 18-55mm f/3.5-5.6 IS STM Lens'),\n",
       " ('763', 'Canon EF-S 18-55mm f/3.5-5.6 IS II Lens'),\n",
       " ('455', 'Canon EF-S 18-55mm f/3.5-5.6 IS Lens'),\n",
       " ('410', 'Canon EF-S 18-55mm f/3.5-5.6 II Lens'),\n",
       " ('813', 'Canon EF-M 18-55mm f/3.5-5.6 IS STM Lens'),\n",
       " ('1112', 'Canon EF-S 18-55mm f/4-5.6 IS STM Lens'),\n",
       " ('1045', 'Canon EF-S 18-135mm f/3.5-5.6 IS USM Lens'),\n",
       " ('809', 'Canon EF-S 18-135mm f/3.5-5.6 IS STM Lens'),\n",
       " ('678', 'Canon EF-S 18-135mm f/3.5-5.6 IS Lens'),\n",
       " ('1622', 'Canon RF-S 18-150mm F3.5-6.3 IS STM Lens'),\n",
       " ('1134', 'Canon EF-M 18-150mm f/3.5-6.3 IS STM Lens'),\n",
       " ('476', 'Canon EF-S 18-200mm f/3.5-5.6 IS Lens'),\n",
       " ('1642', 'Canon RF 24-50mm F4.5-6.3 IS STM Lens'),\n",
       " ('1415', 'Canon RF 24-70mm F2.8 L IS USM Lens'),\n",
       " ('787', 'Canon EF 24-70mm f/2.8L II USM Lens'),\n",
       " ('101', 'Canon EF 24-70mm f/2.8L USM Lens'),\n",
       " ('823', 'Canon EF 24-70mm f/4L IS USM Lens'),\n",
       " ('119', 'Canon EF 24-85mm f/3.5-4.5 USM Lens'),\n",
       " ('1222', 'Canon RF 24-105mm F4 L IS USM Lens'),\n",
       " ('1072', 'Canon EF 24-105mm f/4L IS II USM Lens'),\n",
       " ('355', 'Canon EF 24-105mm f/4L IS USM Lens'),\n",
       " ('961', 'Canon EF 24-105mm f/3.5-5.6 IS STM Lens'),\n",
       " ('1504', 'Canon RF 24-105mm F4-7.1 IS STM Lens'),\n",
       " ('1416', 'Canon RF 24-240mm F4-6.3 IS USM Lens'),\n",
       " ('1223', 'Canon RF 28-70mm F2 L USM Lens'),\n",
       " ('102', 'Canon EF 28-70mm f/2.8L USM Lens'),\n",
       " ('302', 'Canon EF 28-105mm f/3.5-4.5 II USM Lens'),\n",
       " ('116', 'Canon EF 28-135mm f/3.5-5.6 IS USM Lens'),\n",
       " ('286', 'Canon EF 28-200mm f/3.5-5.6 USM Lens'),\n",
       " ('295', 'Canon EF 28-300mm f/3.5-5.6L IS USM Lens'),\n",
       " ('968', 'Canon EF-M 55-200mm f/4.5-6.3 IS STM Lens'),\n",
       " ('1643', 'Canon RF-S 55-210mm F5-7.1 IS STM Lens'),\n",
       " ('856', 'Canon EF-S 55-250mm f/4-5.6 IS STM Lens'),\n",
       " ('777', 'Canon EF-S 55-250mm f/4-5.6 IS II Lens'),\n",
       " ('456', 'Canon EF-S 55-250mm f/4-5.6 IS Lens'),\n",
       " ('1417', 'Canon RF 70-200mm F2.8 L IS USM Lens'),\n",
       " ('1197', 'Canon EF 70-200mm f/2.8L IS III USM Lens'),\n",
       " ('687', 'Canon EF 70-200mm f/2.8L IS II USM Lens'),\n",
       " ('103', 'Canon EF 70-200mm f/2.8L IS USM Lens'),\n",
       " ('242', 'Canon EF 70-200mm f/2.8L USM Lens'),\n",
       " ('1529', 'Canon RF 70-200mm F4 L IS USM Lens'),\n",
       " ('1198', 'Canon EF 70-200mm f/4L IS II USM Lens'),\n",
       " ('404', 'Canon EF 70-200mm f/4L IS USM Lens'),\n",
       " ('104', 'Canon EF 70-200mm f/4L USM Lens'),\n",
       " ('738', 'Canon EF 70-300mm f/4-5.6L IS USM Lens'),\n",
       " ('1077', 'Canon EF 70-300mm f/4-5.6 IS II USM Lens'),\n",
       " ('358', 'Canon EF 70-300mm f/4-5.6 IS USM Lens'),\n",
       " ('243', 'Canon EF 70-300mm f/4.5-5.6 DO IS USM Lens'),\n",
       " ('776', 'Canon EF 75-300mm f/4-5.6 III Lens'),\n",
       " ('288', 'Canon EF 100-300mm f/4.5-5.6 USM Lens'),\n",
       " ('972', 'Canon EF 100-400mm f/4.5-5.6L IS II USM Lens'),\n",
       " ('113', 'Canon EF 100-400mm f/4.5-5.6L IS USM Lens'),\n",
       " ('1572', 'Canon RF 100-400mm F5.6-8 IS USM Lens'),\n",
       " ('1510', 'Canon RF 100-500mm F4.5-7.1 L IS USM Lens'),\n",
       " ('764', 'Canon EF 200-400mm f/4L IS USM Lens'),\n",
       " ('454', 'Canon EF 14mm f/2.8L II USM Lens'),\n",
       " ('280', 'Canon EF 14mm f/2.8L USM Lens'),\n",
       " ('1573', 'Canon RF 16mm F2.8 STM Lens'),\n",
       " ('487', 'Canon TS-E 17mm f/4L Tilt-Shift Lens'),\n",
       " ('244', 'Canon EF 20mm f/2.8 USM Lens'),\n",
       " ('814', 'Canon EF-M 22mm f/2 STM Lens'),\n",
       " ('480', 'Canon EF 24mm f/1.4L II USM Lens'),\n",
       " ('247', 'Canon EF 24mm f/1.4L USM Lens'),\n",
       " ('1625', 'Canon RF 24mm F1.8 Macro IS STM Lens'),\n",
       " ('788', 'Canon EF 24mm f/2.8 IS USM Lens'),\n",
       " ('246', 'Canon EF 24mm f/2.8 Lens'),\n",
       " ('960', 'Canon EF-S 24mm f/2.8 STM Lens'),\n",
       " ('486', 'Canon TS-E 24mm f/3.5L II Tilt-Shift Lens'),\n",
       " ('347', 'Canon TS-E 24mm f/3.5L Tilt-Shift Lens'),\n",
       " ('253', 'Canon EF 28mm f/1.8 USM Lens'),\n",
       " ('789', 'Canon EF 28mm f/2.8 IS USM Lens'),\n",
       " ('254', 'Canon EF 28mm f/2.8 Lens'),\n",
       " ('1189', 'Canon EF-M 28mm f/3.5 Macro IS STM Lens'),\n",
       " ('1228', 'Canon EF-M 32mm f/1.4 STM Lens'),\n",
       " ('994', 'Canon EF 35mm f/1.4L II USM Lens'),\n",
       " ('121', 'Canon EF 35mm f/1.4L USM Lens'),\n",
       " ('1224', 'Canon RF 35mm F1.8 IS STM Macro Lens'),\n",
       " ('824', 'Canon EF 35mm f/2 IS USM Lens'),\n",
       " ('122', 'Canon EF 35mm f/2 Lens'),\n",
       " ('1133', 'Canon EF-S 35mm f/2.8 Macro IS STM Lens'),\n",
       " ('810', 'Canon EF 40mm f/2.8 STM Lens'),\n",
       " ('348', 'Canon TS-E 45mm f/2.8 Tilt-Shift Lens'),\n",
       " ('1225', 'Canon RF 50mm F1.2 L USM Lens'),\n",
       " ('403', 'Canon EF 50mm f/1.2L USM Lens'),\n",
       " ('115', 'Canon EF 50mm f/1.4 USM Lens'),\n",
       " ('1528', 'Canon RF 50mm F1.8 STM Lens'),\n",
       " ('989', 'Canon EF 50mm f/1.8 STM Lens'),\n",
       " ('105', 'Canon EF 50mm f/1.8 II Lens'),\n",
       " ('1165', 'Canon TS-E 50mm f/2.8L Tilt-Shift Macro Lens'),\n",
       " ('287', 'Canon EF 50mm f/2.5 Macro Lens'),\n",
       " ('335', 'Canon EF-S 60mm f/2.8 Macro USM Lens'),\n",
       " ('1418', 'Canon RF 85mm F1.2 L USM Lens'),\n",
       " ('1419', 'Canon RF 85mm F1.2 L USM DS Lens'),\n",
       " ('397', 'Canon EF 85mm f/1.2L II USM Lens'),\n",
       " ('120', 'Canon EF 85mm f/1.2L USM Lens'),\n",
       " ('1168', 'Canon EF 85mm f/1.4L IS USM Lens'),\n",
       " ('106', 'Canon EF 85mm f/1.8 USM Lens'),\n",
       " ('1514', 'Canon RF 85mm F2 Macro IS STM Lens'),\n",
       " ('1166', 'Canon TS-E 90mm f/2.8L Tilt-Shift Macro Lens'),\n",
       " ('349', 'Canon TS-E 90mm f/2.8 Tilt-Shift Lens'),\n",
       " ('118', 'Canon EF 100mm f/2 USM Lens'),\n",
       " ('1554', 'Canon RF 100mm F2.8 L Macro IS USM Lens'),\n",
       " ('674', 'Canon EF 100mm f/2.8L IS USM Macro Lens'),\n",
       " ('107', 'Canon EF 100mm f/2.8 USM Macro Lens'),\n",
       " ('108', 'Canon EF 135mm f/2L USM Lens'),\n",
       " ('1167', 'Canon TS-E 135mm f/4L Tilt-Shift Macro Lens'),\n",
       " ('306', 'Canon EF 135mm f/2.8 with Softfocus Lens'),\n",
       " ('109', 'Canon EF 180mm f/3.5L USM Macro Lens'),\n",
       " ('432', 'Canon EF 200mm f/1.8 L USM Lens'),\n",
       " ('458', 'Canon EF 200mm f/2L IS USM Lens'),\n",
       " ('245', 'Canon EF 200mm f/2.8L II USM Lens'),\n",
       " ('739', 'Canon EF 300mm f/2.8L IS II USM Lens'),\n",
       " ('249', 'Canon EF 300mm f/2.8L IS USM Lens'),\n",
       " ('111', 'Canon EF 300mm f/4L IS USM Lens'),\n",
       " ('1555', 'Canon RF 400mm F2.8 L IS USM Lens'),\n",
       " ('1226', 'Canon EF 400mm f/2.8L IS III USM Lens'),\n",
       " ('741', 'Canon EF 400mm f/2.8L IS II USM Lens'),\n",
       " ('327', 'Canon EF 400mm f/2.8L IS USM Lens'),\n",
       " ('962', 'Canon EF 400mm f/4 DO IS II USM Lens'),\n",
       " ('338', 'Canon EF 400mm f/4 DO IS USM Lens'),\n",
       " ('278', 'Canon EF 400mm f/5.6L USM Lens'),\n",
       " ('745', 'Canon EF 500mm f/4L IS II USM Lens'),\n",
       " ('117', 'Canon EF 500mm f/4L IS USM Lens'),\n",
       " ('1556', 'Canon RF 600mm F4 L IS USM Lens'),\n",
       " ('1227', 'Canon EF 600mm f/4L IS III USM Lens'),\n",
       " ('748', 'Canon EF 600mm f/4L IS II USM Lens'),\n",
       " ('336', 'Canon EF 600mm f/4L IS USM Lens'),\n",
       " ('1511', 'Canon RF 600mm F11 IS STM Lens'),\n",
       " ('1597', 'Canon RF 800mm F5.6 L IS USM Lens'),\n",
       " ('459', 'Canon EF 800mm f/5.6L IS USM Lens'),\n",
       " ('1513', 'Canon RF 800mm F11 IS STM Lens'),\n",
       " ('1599', 'Canon RF 1200mm F8 L IS USM Lens')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.parse import urlparse\n",
    "\n",
    "main = fetch(\"https://www.the-digital-picture.com/Reviews/ISO-12233-Sample-Crops.aspx\")\n",
    "available_lenses = [(o[\"value\"], o.text) for o in main.find(\"select\", {\"name\": \"Lens\"}).find_all(\"option\") if o.text.startswith(\"Canon\")]\n",
    "available_lenses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d10f86b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def download(url):\n",
    "    res = sess.get(url)\n",
    "    return res.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "64c6218c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                                                               | 0/149 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "950 Canon EF-S 10-18mm f/4.5-5.6 IS STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "675 Canon EF-S 15-85mm f/3.5-5.6 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "977 Canon EF 11-24mm f/4L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1114 Canon EF-M 15-45mm f/3.5-6.3 IS STM Lens ('812', 'Canon EOS M')\n",
      "271 Canon EF-S 10-22mm f/3.5-4.5 USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "967 Canon EF-M 11-22mm f/4-5.6 IS STM Lens ('812', 'Canon EOS M')\n",
      "1073 Canon EF 16-35mm f/2.8L III USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1414 Canon RF 15-35mm F2.8 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "1624 Canon RF 15-30mm F4.5-6.3 IS STM Lens ('1508', 'Canon EOS R5')\n",
      "1569 Canon RF 14-35mm F4 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "977 Canon EF 11-24mm f/4L USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1414 Canon RF 15-35mm F2.8 L IS USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|█▎                                                                                                                                                                                                     | 1/149 [00:20<49:47, 20.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "412 Canon EF 16-35mm f/2.8L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  1%|██▋                                                                                                                                                                                                    | 2/149 [00:26<30:05, 12.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "114 Canon EF 16-35mm f/2.8L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "977 Canon EF 11-24mm f/4L USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  2%|████                                                                                                                                                                                                   | 3/149 [00:38<28:45, 11.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "949 Canon EF 16-35mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "950 Canon EF-S 10-18mm f/4.5-5.6 IS STM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|█████▎                                                                                                                                                                                                 | 4/149 [00:45<23:59,  9.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Canon EF 17-40mm f/4L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "271 Canon EF-S 10-22mm f/3.5-4.5 USM Lens ('736', 'Canon EOS 60D')\n",
      "977 Canon EF 11-24mm f/4L USM Lens ('1221', 'Canon EOS R')\n",
      "675 Canon EF-S 15-85mm f/3.5-5.6 IS USM Lens ('736', 'Canon EOS 60D')\n",
      "1073 Canon EF 16-35mm f/2.8L III USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "412 Canon EF 16-35mm f/2.8L II USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  3%|██████▋                                                                                                                                                                                                | 5/149 [01:27<51:41, 21.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "398 Canon EF-S 17-55mm f/2.8 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  4%|████████                                                                                                                                                                                               | 6/149 [01:30<36:01, 15.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "251 Canon EF-S 17-85mm f/4-5.6 IS USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|█████████▎                                                                                                                                                                                             | 7/149 [01:31<25:20, 10.71s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "949 Canon EF 16-35mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1621 Canon RF-S 18-45mm F4.5-6.3 IS STM Lens ('1619', 'Canon EOS R7')\n",
      "271 Canon EF-S 10-22mm f/3.5-4.5 USM Lens ('474', 'Canon EOS 50D')\n",
      "675 Canon EF-S 15-85mm f/3.5-5.6 IS USM Lens ('474', 'Canon EOS 50D')\n",
      "100 Canon EF 17-40mm f/4L USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  5%|██████████▋                                                                                                                                                                                            | 8/149 [02:13<48:13, 20.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "836 Canon EF-S 18-55mm f/3.5-5.6 IS STM Lens ('736', 'Canon EOS 60D')\n",
      "412 Canon EF 16-35mm f/2.8L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "251 Canon EF-S 17-85mm f/4-5.6 IS USM Lens ('474', 'Canon EOS 50D')\n",
      "949 Canon EF 16-35mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "398 Canon EF-S 17-55mm f/2.8 IS USM Lens ('736', 'Canon EOS 60D')\n",
      "1073 Canon EF 16-35mm f/2.8L III USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  6%|████████████                                                                                                                                                                                           | 9/149 [02:32<46:41, 20.01s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "763 Canon EF-S 18-55mm f/3.5-5.6 IS II Lens ('963', 'Canon EOS 7D Mark II')\n",
      "!!!Check https://media.the-digital-picture.com/Images/Lens-Tests/ISO-12233/Canon-EF-S-15-85mm-f-3.5-5.6-IS-USM-Lens/Crop1/2009-10-19_13-34-43.jpg\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|█████████████▎                                                                                                                                                                                        | 10/149 [02:53<47:09, 20.35s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "455 Canon EF-S 18-55mm f/3.5-5.6 IS Lens ('474', 'Canon EOS 50D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  7%|██████████████▌                                                                                                                                                                                       | 11/149 [02:54<33:32, 14.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "410 Canon EF-S 18-55mm f/3.5-5.6 II Lens ('396', 'Canon EOS 30D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  8%|███████████████▉                                                                                                                                                                                      | 12/149 [02:56<24:46, 10.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "813 Canon EF-M 18-55mm f/3.5-5.6 IS STM Lens ('812', 'Canon EOS M')\n",
      "398 Canon EF-S 17-55mm f/2.8 IS USM Lens ('474', 'Canon EOS 50D')\n",
      "763 Canon EF-S 18-55mm f/3.5-5.6 IS II Lens ('736', 'Canon EOS 60D')\n",
      "100 Canon EF 17-40mm f/4L USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "949 Canon EF 16-35mm f/4L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "251 Canon EF-S 17-85mm f/4-5.6 IS USM Lens ('396', 'Canon EOS 30D')\n",
      "455 Canon EF-S 18-55mm f/3.5-5.6 IS Lens ('452', 'Canon EOS 40D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  9%|█████████████████▎                                                                                                                                                                                    | 13/149 [03:37<45:11, 19.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1112 Canon EF-S 18-55mm f/4-5.6 IS STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1073 Canon EF 16-35mm f/2.8L III USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  9%|██████████████████▌                                                                                                                                                                                   | 14/149 [03:54<42:56, 19.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1045 Canon EF-S 18-135mm f/3.5-5.6 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "763 Canon EF-S 18-55mm f/3.5-5.6 IS II Lens ('474', 'Canon EOS 50D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 10%|███████████████████▉                                                                                                                                                                                  | 15/149 [04:03<35:48, 16.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "809 Canon EF-S 18-135mm f/3.5-5.6 IS STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "412 Canon EF 16-35mm f/2.8L II USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 11%|██████████████████████▌                                                                                                                                                                               | 17/149 [04:20<25:00, 11.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "678 Canon EF-S 18-135mm f/3.5-5.6 IS Lens ('736', 'Canon EOS 60D')\n",
      "1622 Canon RF-S 18-150mm F3.5-6.3 IS STM Lens ('1619', 'Canon EOS R7')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 12%|███████████████████████▉                                                                                                                                                                              | 18/149 [04:24<20:05,  9.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1134 Canon EF-M 18-150mm f/3.5-6.3 IS STM Lens ('812', 'Canon EOS M')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 13%|█████████████████████████▏                                                                                                                                                                            | 19/149 [04:25<14:22,  6.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "476 Canon EF-S 18-200mm f/3.5-5.6 IS Lens ('963', 'Canon EOS 7D Mark II')\n",
      "100 Canon EF 17-40mm f/4L USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 13%|██████████████████████████▌                                                                                                                                                                           | 20/149 [04:45<22:50, 10.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1642 Canon RF 24-50mm F4.5-6.3 IS STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 14%|███████████████████████████▉                                                                                                                                                                          | 21/149 [04:49<18:40,  8.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1415 Canon RF 24-70mm F2.8 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "809 Canon EF-S 18-135mm f/3.5-5.6 IS STM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 15%|█████████████████████████████▏                                                                                                                                                                        | 22/149 [05:02<21:19, 10.08s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1415 Canon RF 24-70mm F2.8 L IS USM Lens ('1221', 'Canon EOS R')\n",
      "787 Canon EF 24-70mm f/2.8L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 15%|██████████████████████████████▌                                                                                                                                                                       | 23/149 [05:17<23:58, 11.42s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "101 Canon EF 24-70mm f/2.8L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "678 Canon EF-S 18-135mm f/3.5-5.6 IS Lens ('474', 'Canon EOS 50D')\n",
      "412 Canon EF 16-35mm f/2.8L II USM Lens ('736', 'Canon EOS 60D')\n",
      "100 Canon EF 17-40mm f/4L USM Lens ('474', 'Canon EOS 50D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 16%|███████████████████████████████▉                                                                                                                                                                      | 24/149 [05:34<27:00, 12.97s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "823 Canon EF 24-70mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "476 Canon EF-S 18-200mm f/3.5-5.6 IS Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 17%|█████████████████████████████████▏                                                                                                                                                                    | 25/149 [05:46<26:44, 12.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "119 Canon EF 24-85mm f/3.5-4.5 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 17%|██████████████████████████████████▌                                                                                                                                                                   | 26/149 [05:58<25:28, 12.43s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1222 Canon RF 24-105mm F4 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "787 Canon EF 24-70mm f/2.8L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "823 Canon EF 24-70mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1222 Canon RF 24-105mm F4 L IS USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 18%|███████████████████████████████████▉                                                                                                                                                                  | 27/149 [06:20<31:21, 15.42s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1072 Canon EF 24-105mm f/4L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 19%|█████████████████████████████████████▏                                                                                                                                                                | 28/149 [06:22<22:45, 11.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "355 Canon EF 24-105mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 19%|██████████████████████████████████████▌                                                                                                                                                               | 29/149 [06:32<21:59, 11.00s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "961 Canon EF 24-105mm f/3.5-5.6 IS STM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "119 Canon EF 24-85mm f/3.5-4.5 USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 20%|███████████████████████████████████████▊                                                                                                                                                              | 30/149 [06:36<17:29,  8.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1504 Canon RF 24-105mm F4-7.1 IS STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 21%|█████████████████████████████████████████▏                                                                                                                                                            | 31/149 [06:40<14:39,  7.46s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1416 Canon RF 24-240mm F4-6.3 IS USM Lens ('1508', 'Canon EOS R5')\n",
      "476 Canon EF-S 18-200mm f/3.5-5.6 IS Lens ('474', 'Canon EOS 50D')\n",
      "1504 Canon RF 24-105mm F4-7.1 IS STM Lens ('1221', 'Canon EOS R')\n",
      "1416 Canon RF 24-240mm F4-6.3 IS USM Lens ('1221', 'Canon EOS R')\n",
      "355 Canon EF 24-105mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "823 Canon EF 24-70mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1072 Canon EF 24-105mm f/4L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 21%|██████████████████████████████████████████▌                                                                                                                                                           | 32/149 [07:31<40:02, 20.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1223 Canon RF 28-70mm F2 L USM Lens ('1508', 'Canon EOS R5')\n",
      "961 Canon EF 24-105mm f/3.5-5.6 IS STM Lens ('979', 'Canon EOS 5Ds R')\n",
      "787 Canon EF 24-70mm f/2.8L II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1223 Canon RF 28-70mm F2 L USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 22%|███████████████████████████████████████████▊                                                                                                                                                          | 33/149 [07:57<42:56, 22.21s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "102 Canon EF 28-70mm f/2.8L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 23%|█████████████████████████████████████████████▏                                                                                                                                                        | 34/149 [08:07<35:37, 18.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "302 Canon EF 28-105mm f/3.5-4.5 II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 23%|██████████████████████████████████████████████▌                                                                                                                                                       | 35/149 [08:12<27:19, 14.38s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "823 Canon EF 24-70mm f/4L IS USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 24%|███████████████████████████████████████████████▊                                                                                                                                                      | 36/149 [08:21<23:59, 12.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "286 Canon EF 28-200mm f/3.5-5.6 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "787 Canon EF 24-70mm f/2.8L II USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 25%|█████████████████████████████████████████████████▏                                                                                                                                                    | 37/149 [08:50<33:05, 17.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "295 Canon EF 28-300mm f/3.5-5.6L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 26%|██████████████████████████████████████████████████▍                                                                                                                                                   | 38/149 [08:51<23:26, 12.67s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "968 Canon EF-M 55-200mm f/4.5-6.3 IS STM Lens ('812', 'Canon EOS M')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 26%|███████████████████████████████████████████████████▊                                                                                                                                                  | 39/149 [09:04<23:19, 12.72s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1643 Canon RF-S 55-210mm F5-7.1 IS STM Lens ('1619', 'Canon EOS R7')\n",
      "355 Canon EF 24-105mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1072 Canon EF 24-105mm f/4L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 27%|█████████████████████████████████████████████████████▏                                                                                                                                                | 40/149 [09:28<29:22, 16.17s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "856 Canon EF-S 55-250mm f/4-5.6 IS STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "961 Canon EF 24-105mm f/3.5-5.6 IS STM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 28%|██████████████████████████████████████████████████████▍                                                                                                                                               | 41/149 [09:32<22:20, 12.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "777 Canon EF-S 55-250mm f/4-5.6 IS II Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 28%|███████████████████████████████████████████████████████▊                                                                                                                                              | 42/149 [09:47<23:49, 13.36s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "456 Canon EF-S 55-250mm f/4-5.6 IS Lens ('474', 'Canon EOS 50D')\n",
      "787 Canon EF 24-70mm f/2.8L II USM Lens ('1221', 'Canon EOS R')\n",
      "355 Canon EF 24-105mm f/4L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "777 Canon EF-S 55-250mm f/4-5.6 IS II Lens ('474', 'Canon EOS 50D')\n",
      "856 Canon EF-S 55-250mm f/4-5.6 IS STM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 29%|█████████████████████████████████████████████████████████▏                                                                                                                                            | 43/149 [10:27<37:24, 21.18s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1417 Canon RF 70-200mm F2.8 L IS USM Lens ('1553', 'Canon EOS R3')\n",
      "295 Canon EF 28-300mm f/3.5-5.6L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "961 Canon EF 24-105mm f/3.5-5.6 IS STM Lens ('736', 'Canon EOS 60D')\n",
      "1072 Canon EF 24-105mm f/4L IS II USM Lens ('1221', 'Canon EOS R')\n",
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "456 Canon EF-S 55-250mm f/4-5.6 IS Lens ('452', 'Canon EOS 40D')\n",
      "!!!Check https://media.the-digital-picture.com/Images/Lens-Tests/ISO-12233/Canon-RF-70-200mm-F2.8-L-IS-USM-Lens/Crop5/2021-11-04_08-08-57.jpg\n",
      "1417 Canon RF 70-200mm F2.8 L IS USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 30%|██████████████████████████████████████████████████████████▍                                                                                                                                           | 44/149 [11:14<51:00, 29.15s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1197 Canon EF 70-200mm f/2.8L IS III USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1417 Canon RF 70-200mm F2.8 L IS USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 30%|███████████████████████████████████████████████████████████▊                                                                                                                                          | 45/149 [11:16<35:59, 20.76s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "687 Canon EF 70-200mm f/2.8L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 31%|█████████████████████████████████████████████████████████████▏                                                                                                                                        | 46/149 [11:19<26:50, 15.64s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "103 Canon EF 70-200mm f/2.8L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 32%|██████████████████████████████████████████████████████████████▍                                                                                                                                       | 47/149 [11:39<28:52, 16.99s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "242 Canon EF 70-200mm f/2.8L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 32%|███████████████████████████████████████████████████████████████▊                                                                                                                                      | 48/149 [11:41<20:53, 12.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1529 Canon RF 70-200mm F4 L IS USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 33%|█████████████████████████████████████████████████████████████████                                                                                                                                     | 49/149 [11:52<19:42, 11.83s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1198 Canon EF 70-200mm f/4L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 34%|██████████████████████████████████████████████████████████████████▍                                                                                                                                   | 50/149 [11:56<15:53,  9.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "404 Canon EF 70-200mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "687 Canon EF 70-200mm f/2.8L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "103 Canon EF 70-200mm f/2.8L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 34%|███████████████████████████████████████████████████████████████████▊                                                                                                                                  | 51/149 [12:45<34:46, 21.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "104 Canon EF 70-200mm f/4L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 35%|█████████████████████████████████████████████████████████████████████                                                                                                                                 | 52/149 [12:57<30:07, 18.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "738 Canon EF 70-300mm f/4-5.6L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1198 Canon EF 70-200mm f/4L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "404 Canon EF 70-200mm f/4L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "242 Canon EF 70-200mm f/2.8L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "1197 Canon EF 70-200mm f/2.8L IS III USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "295 Canon EF 28-300mm f/3.5-5.6L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "738 Canon EF 70-300mm f/4-5.6L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('736', 'Canon EOS 60D')\n",
      "104 Canon EF 70-200mm f/4L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "404 Canon EF 70-200mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 36%|██████████████████████████████████████████████████████████████████████▍                                                                                                                               | 53/149 [14:14<57:46, 36.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1077 Canon EF 70-300mm f/4-5.6 IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "242 Canon EF 70-200mm f/2.8L USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "687 Canon EF 70-200mm f/2.8L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "295 Canon EF 28-300mm f/3.5-5.6L IS USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 36%|███████████████████████████████████████████████████████████████████████▊                                                                                                                              | 54/149 [14:43<53:37, 33.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1198 Canon EF 70-200mm f/4L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1077 Canon EF 70-300mm f/4-5.6 IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "116 Canon EF 28-135mm f/3.5-5.6 IS USM Lens ('474', 'Canon EOS 50D')\n",
      "104 Canon EF 70-200mm f/4L USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "738 Canon EF 70-300mm f/4-5.6L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "687 Canon EF 70-200mm f/2.8L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "404 Canon EF 70-200mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 37%|████████████████████████████████████████████████████████████████████████▎                                                                                                                           | 55/149 [15:56<1:11:44, 45.79s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "243 Canon EF 70-300mm f/4.5-5.6 DO IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 38%|██████████████████████████████████████████████████████████████████████████▍                                                                                                                           | 56/149 [16:07<54:31, 35.18s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "776 Canon EF 75-300mm f/4-5.6 III Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 38%|███████████████████████████████████████████████████████████████████████████▋                                                                                                                          | 57/149 [16:15<41:37, 27.14s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "288 Canon EF 100-300mm f/4.5-5.6 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1077 Canon EF 70-300mm f/4-5.6 IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 39%|█████████████████████████████████████████████████████████████████████████████                                                                                                                         | 58/149 [16:22<31:59, 21.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "972 Canon EF 100-400mm f/4.5-5.6L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "243 Canon EF 70-300mm f/4.5-5.6 DO IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "972 Canon EF 100-400mm f/4.5-5.6L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "738 Canon EF 70-300mm f/4-5.6L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "972 Canon EF 100-400mm f/4.5-5.6L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "404 Canon EF 70-200mm f/4L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "972 Canon EF 100-400mm f/4.5-5.6L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "776 Canon EF 75-300mm f/4-5.6 III Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 40%|██████████████████████████████████████████████████████████████████████████████▍                                                                                                                       | 59/149 [17:06<41:51, 27.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "113 Canon EF 100-400mm f/4.5-5.6L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 40%|███████████████████████████████████████████████████████████████████████████████▋                                                                                                                      | 60/149 [17:08<30:06, 20.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1572 Canon RF 100-400mm F5.6-8 IS USM Lens ('1508', 'Canon EOS R5')\n",
      "242 Canon EF 70-200mm f/2.8L USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 41%|█████████████████████████████████████████████████████████████████████████████████                                                                                                                     | 61/149 [17:17<24:43, 16.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1510 Canon RF 100-500mm F4.5-7.1 L IS USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 42%|██████████████████████████████████████████████████████████████████████████████████▍                                                                                                                   | 62/149 [17:25<20:26, 14.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "764 Canon EF 200-400mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "113 Canon EF 100-400mm f/4.5-5.6L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "104 Canon EF 70-200mm f/4L USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 42%|███████████████████████████████████████████████████████████████████████████████████▋                                                                                                                  | 63/149 [17:34<18:03, 12.60s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "454 Canon EF 14mm f/2.8L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "113 Canon EF 100-400mm f/4.5-5.6L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "454 Canon EF 14mm f/2.8L II USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 43%|█████████████████████████████████████████████████████████████████████████████████████                                                                                                                 | 64/149 [17:51<19:33, 13.81s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "280 Canon EF 14mm f/2.8L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "243 Canon EF 70-300mm f/4.5-5.6 DO IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 44%|██████████████████████████████████████████████████████████████████████████████████████▍                                                                                                               | 65/149 [17:53<14:39, 10.47s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1573 Canon RF 16mm F2.8 STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 44%|███████████████████████████████████████████████████████████████████████████████████████▋                                                                                                              | 66/149 [17:59<12:31,  9.05s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "487 Canon TS-E 17mm f/4L Tilt-Shift Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 45%|█████████████████████████████████████████████████████████████████████████████████████████                                                                                                             | 67/149 [18:05<11:05,  8.11s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "244 Canon EF 20mm f/2.8 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 46%|██████████████████████████████████████████████████████████████████████████████████████████▎                                                                                                           | 68/149 [18:06<08:02,  5.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "814 Canon EF-M 22mm f/2 STM Lens ('812', 'Canon EOS M')\n",
      "454 Canon EF 14mm f/2.8L II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "244 Canon EF 20mm f/2.8 USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 46%|███████████████████████████████████████████████████████████████████████████████████████████▋                                                                                                          | 69/149 [18:22<11:51,  8.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "480 Canon EF 24mm f/1.4L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "454 Canon EF 14mm f/2.8L II USM Lens ('736', 'Canon EOS 60D')\n",
      "776 Canon EF 75-300mm f/4-5.6 III Lens ('963', 'Canon EOS 7D Mark II')\n",
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('736', 'Canon EOS 60D')\n",
      "244 Canon EF 20mm f/2.8 USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 47%|█████████████████████████████████████████████████████████████████████████████████████████████                                                                                                         | 70/149 [18:39<15:09, 11.51s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "247 Canon EF 24mm f/1.4L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "480 Canon EF 24mm f/1.4L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "764 Canon EF 200-400mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 48%|██████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                                       | 71/149 [18:45<12:45,  9.82s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1625 Canon RF 24mm F1.8 Macro IS STM Lens ('1508', 'Canon EOS R5')\n",
      "244 Canon EF 20mm f/2.8 USM Lens ('736', 'Canon EOS 60D')\n",
      "104 Canon EF 70-200mm f/4L USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 48%|███████████████████████████████████████████████████████████████████████████████████████████████▋                                                                                                      | 72/149 [18:55<12:34,  9.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "788 Canon EF 24mm f/2.8 IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 49%|█████████████████████████████████████████████████████████████████████████████████████████████████                                                                                                     | 73/149 [18:59<10:09,  8.02s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "246 Canon EF 24mm f/2.8 Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 50%|██████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                                   | 74/149 [19:04<08:52,  7.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "960 Canon EF-S 24mm f/2.8 STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "480 Canon EF 24mm f/1.4L II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "788 Canon EF 24mm f/2.8 IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "487 Canon TS-E 17mm f/4L Tilt-Shift Lens ('979', 'Canon EOS 5Ds R')\n",
      "246 Canon EF 24mm f/2.8 Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "960 Canon EF-S 24mm f/2.8 STM Lens ('736', 'Canon EOS 60D')\n",
      "243 Canon EF 70-300mm f/4.5-5.6 DO IS USM Lens ('736', 'Canon EOS 60D')\n",
      "776 Canon EF 75-300mm f/4-5.6 III Lens ('474', 'Canon EOS 50D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 50%|███████████████████████████████████████████████████████████████████████████████████████████████████▋                                                                                                  | 75/149 [19:21<12:28, 10.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "486 Canon TS-E 24mm f/3.5L II Tilt-Shift Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "246 Canon EF 24mm f/2.8 Lens ('736', 'Canon EOS 60D')\n",
      "358 Canon EF 70-300mm f/4-5.6 IS USM Lens ('452', 'Canon EOS 40D')\n",
      "788 Canon EF 24mm f/2.8 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "480 Canon EF 24mm f/1.4L II USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 51%|████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                                 | 76/149 [19:39<15:04, 12.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "347 Canon TS-E 24mm f/3.5L Tilt-Shift Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "788 Canon EF 24mm f/2.8 IS USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 52%|██████████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                               | 77/149 [19:49<14:13, 11.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "347 Canon TS-E 24mm f/3.5L Tilt-Shift Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "253 Canon EF 28mm f/1.8 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "104 Canon EF 70-200mm f/4L USM Lens ('452', 'Canon EOS 40D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 53%|████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                             | 79/149 [20:01<09:36,  8.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "789 Canon EF 28mm f/2.8 IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "254 Canon EF 28mm f/2.8 Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "253 Canon EF 28mm f/1.8 USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 54%|██████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                           | 80/149 [20:13<10:47,  9.38s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "254 Canon EF 28mm f/2.8 Lens ('736', 'Canon EOS 60D')\n",
      "1189 Canon EF-M 28mm f/3.5 Macro IS STM Lens ('812', 'Canon EOS M')\n",
      "789 Canon EF 28mm f/2.8 IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 54%|███████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                                                                          | 81/149 [20:15<08:22,  7.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1228 Canon EF-M 32mm f/1.4 STM Lens ('1078', 'Canon EOS M5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 55%|████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                         | 82/149 [20:16<06:05,  5.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "994 Canon EF 35mm f/1.4L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 56%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                       | 83/149 [20:23<06:29,  5.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "121 Canon EF 35mm f/1.4L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "253 Canon EF 28mm f/1.8 USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 56%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                                      | 84/149 [20:27<05:35,  5.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1224 Canon RF 35mm F1.8 IS STM Macro Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 57%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                     | 85/149 [20:32<05:26,  5.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "824 Canon EF 35mm f/2 IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "994 Canon EF 35mm f/1.4L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "486 Canon TS-E 24mm f/3.5L II Tilt-Shift Lens ('979', 'Canon EOS 5Ds R')\n",
      "789 Canon EF 28mm f/2.8 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "121 Canon EF 35mm f/1.4L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "253 Canon EF 28mm f/1.8 USM Lens ('736', 'Canon EOS 60D')\n",
      "1224 Canon RF 35mm F1.8 IS STM Macro Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 58%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                                   | 86/149 [20:44<07:37,  7.26s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "122 Canon EF 35mm f/2 Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "824 Canon EF 35mm f/2 IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 58%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                                  | 87/149 [20:49<06:55,  6.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1133 Canon EF-S 35mm f/2.8 Macro IS STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "994 Canon EF 35mm f/1.4L II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "121 Canon EF 35mm f/1.4L USM Lens ('736', 'Canon EOS 60D')\n",
      "253 Canon EF 28mm f/1.8 USM Lens ('396', 'Canon EOS 30D')\n",
      "122 Canon EF 35mm f/2 Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 59%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                 | 88/149 [21:01<08:25,  8.29s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "810 Canon EF 40mm f/2.8 STM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "348 Canon TS-E 45mm f/2.8 Tilt-Shift Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "824 Canon EF 35mm f/2 IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "764 Canon EF 200-400mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 60%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                              | 90/149 [21:06<05:27,  5.55s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1225 Canon RF 50mm F1.2 L USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 61%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                             | 91/149 [21:11<05:08,  5.33s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "121 Canon EF 35mm f/1.4L USM Lens ('396', 'Canon EOS 30D')\n",
      "403 Canon EF 50mm f/1.2L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "122 Canon EF 35mm f/2 Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 62%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                                                           | 92/149 [21:13<04:17,  4.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "115 Canon EF 50mm f/1.4 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1225 Canon RF 50mm F1.2 L USM Lens ('1221', 'Canon EOS R')\n",
      "810 Canon EF 40mm f/2.8 STM Lens ('979', 'Canon EOS 5Ds R')\n",
      "824 Canon EF 35mm f/2 IS USM Lens ('736', 'Canon EOS 60D')\n",
      "487 Canon TS-E 17mm f/4L Tilt-Shift Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 62%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                          | 93/149 [21:27<06:38,  7.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1528 Canon RF 50mm F1.8 STM Lens ('1508', 'Canon EOS R5')\n",
      "989 Canon EF 50mm f/1.8 STM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "115 Canon EF 50mm f/1.4 USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "403 Canon EF 50mm f/1.2L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 64%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                                       | 95/149 [21:33<04:41,  5.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "105 Canon EF 50mm f/1.8 II Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "348 Canon TS-E 45mm f/2.8 Tilt-Shift Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "989 Canon EF 50mm f/1.8 STM Lens ('979', 'Canon EOS 5Ds R')\n",
      "810 Canon EF 40mm f/2.8 STM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 64%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                      | 96/149 [21:40<04:58,  5.62s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1165 Canon TS-E 50mm f/2.8L Tilt-Shift Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 65%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                     | 97/149 [21:42<04:14,  4.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "287 Canon EF 50mm f/2.5 Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "115 Canon EF 50mm f/1.4 USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "105 Canon EF 50mm f/1.8 II Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "403 Canon EF 50mm f/1.2L USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "348 Canon TS-E 45mm f/2.8 Tilt-Shift Lens ('736', 'Canon EOS 60D')\n",
      "810 Canon EF 40mm f/2.8 STM Lens ('736', 'Canon EOS 60D')\n",
      "989 Canon EF 50mm f/1.8 STM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "287 Canon EF 50mm f/2.5 Macro Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "487 Canon TS-E 17mm f/4L Tilt-Shift Lens ('736', 'Canon EOS 60D')\n",
      "105 Canon EF 50mm f/1.8 II Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 66%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                                   | 98/149 [22:02<07:36,  8.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "335 Canon EF-S 60mm f/2.8 Macro USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 66%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                  | 99/149 [22:05<05:56,  7.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1418 Canon RF 85mm F1.2 L USM Lens ('1508', 'Canon EOS R5')\n",
      "287 Canon EF 50mm f/2.5 Macro Lens ('736', 'Canon EOS 60D')\n",
      "115 Canon EF 50mm f/1.4 USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 67%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                                | 100/149 [22:08<04:52,  5.96s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1419 Canon RF 85mm F1.2 L USM DS Lens ('1221', 'Canon EOS R')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1633', 'Canon EOS R6 Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 68%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                               | 101/149 [22:09<03:45,  4.70s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "397 Canon EF 85mm f/1.2L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "403 Canon EF 50mm f/1.2L USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1165 Canon TS-E 50mm f/2.8L Tilt-Shift Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "335 Canon EF-S 60mm f/2.8 Macro USM Lens ('474', 'Canon EOS 50D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 68%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊                                                              | 102/149 [22:20<05:01,  6.41s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "120 Canon EF 85mm f/1.2L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "105 Canon EF 50mm f/1.8 II Lens ('963', 'Canon EOS 7D Mark II')\n",
      "115 Canon EF 50mm f/1.4 USM Lens ('736', 'Canon EOS 60D')\n",
      "397 Canon EF 85mm f/1.2L II USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1619', 'Canon EOS R7')\n",
      "335 Canon EF-S 60mm f/2.8 Macro USM Lens ('396', 'Canon EOS 30D')\n",
      "403 Canon EF 50mm f/1.2L USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 69%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                            | 103/149 [22:30<05:48,  7.59s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1168 Canon EF 85mm f/1.4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 70%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊                                                          | 105/149 [22:33<03:10,  4.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "106 Canon EF 85mm f/1.8 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1514 Canon RF 85mm F2 Macro IS STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 71%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                        | 106/149 [22:43<04:21,  6.09s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1166 Canon TS-E 90mm f/2.8L Tilt-Shift Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "335 Canon EF-S 60mm f/2.8 Macro USM Lens ('402', 'Canon EOS Rebel XTi / 400D')\n",
      "106 Canon EF 85mm f/1.8 USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "397 Canon EF 85mm f/1.2L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1168 Canon EF 85mm f/1.4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 72%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                                       | 107/149 [22:49<04:07,  5.89s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "349 Canon TS-E 90mm f/2.8 Tilt-Shift Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 72%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊                                                      | 108/149 [22:50<03:09,  4.61s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "118 Canon EF 100mm f/2 USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "118 Canon EF 100mm f/2 USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "118 Canon EF 100mm f/2 USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "486 Canon TS-E 24mm f/3.5L II Tilt-Shift Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 73%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                                     | 109/149 [22:56<03:22,  5.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1554 Canon RF 100mm F2.8 L Macro IS USM Lens ('1508', 'Canon EOS R5')\n",
      "118 Canon EF 100mm f/2 USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "106 Canon EF 85mm f/1.8 USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1640', 'Canon EOS R8')\n",
      "118 Canon EF 100mm f/2 USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 74%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                                   | 110/149 [23:03<03:37,  5.58s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "674 Canon EF 100mm f/2.8L IS USM Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1620', 'Canon EOS R10')\n",
      "674 Canon EF 100mm f/2.8L IS USM Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "674 Canon EF 100mm f/2.8L IS USM Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "674 Canon EF 100mm f/2.8L IS USM Macro Lens ('736', 'Canon EOS 60D')\n",
      "397 Canon EF 85mm f/1.2L II USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 74%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊                                                  | 111/149 [23:13<04:16,  6.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "107 Canon EF 100mm f/2.8 USM Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 75%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                                 | 112/149 [23:15<03:18,  5.36s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1168 Canon EF 85mm f/1.4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "107 Canon EF 100mm f/2.8 USM Macro Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "108 Canon EF 135mm f/2L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "107 Canon EF 100mm f/2.8 USM Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "106 Canon EF 85mm f/1.8 USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "107 Canon EF 100mm f/2.8 USM Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "1166 Canon TS-E 90mm f/2.8L Tilt-Shift Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "107 Canon EF 100mm f/2.8 USM Macro Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 76%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                               | 113/149 [23:24<03:55,  6.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1167 Canon TS-E 135mm f/4L Tilt-Shift Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "486 Canon TS-E 24mm f/3.5L II Tilt-Shift Lens ('736', 'Canon EOS 60D')\n",
      "397 Canon EF 85mm f/1.2L II USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 77%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                              | 114/149 [23:31<03:55,  6.73s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "306 Canon EF 135mm f/2.8 with Softfocus Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1641', 'Canon EOS R50')\n",
      "106 Canon EF 85mm f/1.8 USM Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 77%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                             | 115/149 [23:39<03:57,  6.98s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "109 Canon EF 180mm f/3.5L USM Macro Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1418 Canon RF 85mm F1.2 L USM Lens ('1221', 'Canon EOS R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 78%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                           | 116/149 [23:47<04:01,  7.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "432 Canon EF 200mm f/1.8 L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 79%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                          | 117/149 [23:51<03:22,  6.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('1455', 'Canon EOS-1D X Mark III')\n",
      "108 Canon EF 135mm f/2L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "1167 Canon TS-E 135mm f/4L Tilt-Shift Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1041', 'Canon EOS-1D X Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 79%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                         | 118/149 [24:10<05:16, 10.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "109 Canon EF 180mm f/3.5L USM Macro Lens ('979', 'Canon EOS 5Ds R')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "306 Canon EF 135mm f/2.8 with Softfocus Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "349 Canon TS-E 90mm f/2.8 Tilt-Shift Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('779', 'Canon EOS-1D X')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 80%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                       | 119/149 [24:27<06:03, 12.12s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "739 Canon EF 300mm f/2.8L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "108 Canon EF 135mm f/2L USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "349 Canon TS-E 90mm f/2.8 Tilt-Shift Lens ('736', 'Canon EOS 60D')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "109 Canon EF 180mm f/3.5L USM Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "306 Canon EF 135mm f/2.8 with Softfocus Lens ('736', 'Canon EOS 60D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 81%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                      | 120/149 [24:51<07:36, 15.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "249 Canon EF 300mm f/2.8L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "739 Canon EF 300mm f/2.8L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1165 Canon TS-E 50mm f/2.8L Tilt-Shift Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('411', 'Canon EOS-1D Mark III')\n",
      "109 Canon EF 180mm f/3.5L USM Macro Lens ('736', 'Canon EOS 60D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('684', 'Canon EOS-1D Mark IV')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "249 Canon EF 300mm f/2.8L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 81%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                     | 121/149 [25:25<09:51, 21.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "111 Canon EF 300mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "108 Canon EF 135mm f/2L USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('411', 'Canon EOS-1D Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 82%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                                   | 122/149 [25:44<09:19, 20.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1555 Canon RF 400mm F2.8 L IS USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 83%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                  | 123/149 [25:48<06:41, 15.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1226 Canon EF 400mm f/2.8L IS III USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "249 Canon EF 300mm f/2.8L IS USM Lens ('411', 'Canon EOS-1D Mark III')\n",
      "111 Canon EF 300mm f/4L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "739 Canon EF 300mm f/2.8L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1074', 'Canon EOS 5D Mark IV')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 83%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                 | 124/149 [26:03<06:22, 15.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "741 Canon EF 400mm f/2.8L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('980', 'Canon EOS 5Ds')\n",
      "111 Canon EF 300mm f/4L IS USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "1166 Canon TS-E 90mm f/2.8L Tilt-Shift Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "108 Canon EF 135mm f/2L USM Lens ('736', 'Canon EOS 60D')\n",
      "1167 Canon TS-E 135mm f/4L Tilt-Shift Macro Lens ('963', 'Canon EOS 7D Mark II')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('356', 'Canon EOS 5D')\n",
      "739 Canon EF 300mm f/2.8L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "741 Canon EF 400mm f/2.8L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 84%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎                               | 125/149 [26:46<09:32, 23.85s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "327 Canon EF 400mm f/2.8L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "1226 Canon EF 400mm f/2.8L IS III USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 85%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                              | 126/149 [26:52<07:01, 18.32s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "962 Canon EF 400mm f/4 DO IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 85%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                             | 127/149 [26:53<04:51, 13.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "338 Canon EF 400mm f/4 DO IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "111 Canon EF 300mm f/4L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 86%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                           | 128/149 [26:54<03:19,  9.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "278 Canon EF 400mm f/5.6L USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 87%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                          | 129/149 [26:57<02:32,  7.64s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "745 Canon EF 500mm f/4L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 87%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                         | 130/149 [27:03<02:17,  7.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "117 Canon EF 500mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "741 Canon EF 400mm f/2.8L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('736', 'Canon EOS 60D')\n",
      "278 Canon EF 400mm f/5.6L USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "962 Canon EF 400mm f/4 DO IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "327 Canon EF 400mm f/2.8L IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "338 Canon EF 400mm f/4 DO IS USM Lens ('9', 'Canon EOS-1Ds Mark II')\n",
      "745 Canon EF 500mm f/4L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 89%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌                      | 132/149 [27:26<02:21,  8.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1556 Canon RF 600mm F4 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "1227 Canon EF 600mm f/4L IS III USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "278 Canon EF 400mm f/5.6L USM Lens ('979', 'Canon EOS 5Ds R')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 90%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                   | 134/149 [27:33<01:23,  5.57s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "748 Canon EF 600mm f/4L IS II USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "336 Canon EF 600mm f/4L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 91%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                  | 135/149 [27:37<01:10,  5.02s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1511 Canon RF 600mm F11 IS STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 91%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊                 | 136/149 [27:38<00:51,  3.93s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1597 Canon RF 800mm F5.6 L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "741 Canon EF 400mm f/2.8L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('474', 'Canon EOS 50D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('792', 'Canon EOS 5D Mark III')\n",
      "745 Canon EF 500mm f/4L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 92%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏               | 137/149 [28:02<01:58,  9.84s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "459 Canon EF 800mm f/5.6L IS USM Lens ('453', 'Canon EOS-1Ds Mark III')\n",
      "748 Canon EF 600mm f/4L IS II USM Lens ('979', 'Canon EOS 5Ds R')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('452', 'Canon EOS 40D')\n",
      "962 Canon EF 400mm f/4 DO IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('479', 'Canon EOS 5D Mark II')\n",
      "278 Canon EF 400mm f/5.6L USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 93%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍              | 138/149 [28:09<01:39,  9.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1513 Canon RF 800mm F11 IS STM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 93%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊             | 139/149 [28:10<01:06,  6.65s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1599 Canon RF 1200mm F8 L IS USM Lens ('1508', 'Canon EOS R5')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 94%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████            | 140/149 [28:14<00:52,  5.80s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1227 Canon EF 600mm f/4L IS III USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 95%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍          | 141/149 [28:18<00:41,  5.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "245 Canon EF 200mm f/2.8L II USM Lens ('396', 'Canon EOS 30D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1140', 'Canon EOS 6D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 95%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋         | 142/149 [28:23<00:36,  5.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "278 Canon EF 400mm f/5.6L USM Lens ('736', 'Canon EOS 60D')\n",
      "745 Canon EF 500mm f/4L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('460', 'Canon EOS Rebel XSi / 450D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 96%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████        | 143/149 [28:34<00:42,  7.10s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('819', 'Canon EOS 6D')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('465', 'Canon EOS Rebel XS / 1000D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 97%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍      | 144/149 [28:48<00:45,  9.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('963', 'Canon EOS 7D Mark II')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 97%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋     | 145/149 [28:53<00:31,  7.78s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "748 Canon EF 600mm f/4L IS II USM Lens ('963', 'Canon EOS 7D Mark II')\n",
      "245 Canon EF 200mm f/2.8L II USM Lens ('402', 'Canon EOS Rebel XTi / 400D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 98%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████    | 146/149 [28:59<00:21,  7.30s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('673', 'Canon EOS 7D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 99%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎  | 147/149 [29:12<00:17,  8.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('1443', 'Canon EOS 90D')\n",
      "748 Canon EF 600mm f/4L IS II USM Lens ('736', 'Canon EOS 60D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1044', 'Canon EOS 80D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('845', 'Canon EOS 70D')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 99%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋ | 148/149 [29:55<00:19, 19.25s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "458 Canon EF 200mm f/2L IS USM Lens ('736', 'Canon EOS 60D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('474', 'Canon EOS 50D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1110', 'Canon EOS 77D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('982', 'Canon EOS Rebel T6s / 760D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1111', 'Canon EOS Rebel T7i / 800D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('981', 'Canon EOS Rebel T6i / 750D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('834', 'Canon EOS Rebel T5i / 700D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('808', 'Canon EOS Rebel T4i / 650D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('759', 'Canon EOS Rebel T3i / 600D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('688', 'Canon EOS Rebel T2i / 550D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('488', 'Canon EOS Rebel T1i / 500D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1049', 'Canon EOS Rebel T6 / 1300D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('932', 'Canon EOS Rebel T5 / 1200D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('760', 'Canon EOS Rebel T3 / 1100D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('460', 'Canon EOS Rebel XSi / 450D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('465', 'Canon EOS Rebel XS / 1000D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1141', 'Canon EOS Rebel SL2 / 200D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('835', 'Canon EOS Rebel SL1 / 100D')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1508', 'Canon EOS R5')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1509', 'Canon EOS R6')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1221', 'Canon EOS R')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1412', 'Canon EOS RP')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1078', 'Canon EOS M5')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1446', 'Canon EOS M6 Mark II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1109', 'Canon EOS M6')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('995', 'Canon EOS M3')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1186', 'Canon EOS M50')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('812', 'Canon EOS M')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1538', 'Sony Alpha 1')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1442', 'Sony Alpha 7R IV, IVA')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1175', 'Sony Alpha 7R III, IIIA')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1106', 'Sony Alpha 7R II')\n",
      "458 Canon EF 200mm f/2L IS USM Lens ('1194', 'Sony Alpha 7 III')\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 149/149 [39:58<00:00, 16.10s/it]\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from tqdm import tqdm\n",
    "import threading\n",
    "\n",
    "img_path = \"lenses\"\n",
    "\n",
    "all_images = []\n",
    "_lock = threading.RLock()\n",
    "\n",
    "def clean(s):\n",
    "    return s.replace(\"/\", \"\").replace(\" \", \"\").strip().replace(\"LensImageQuality\", \"\")\n",
    "\n",
    "def add_from(lens, aperture, focal, camera):\n",
    "    u = f\"https://www.the-digital-picture.com/Reviews/ISO-12233-Sample-Crops.aspx?Lens={lens}&FLI={focal[0]}&API={aperture[0]}&Camera={camera[0]}\"\n",
    "    res = fetch(u)\n",
    "    title = res.find(\"h1\").get_text().strip()\n",
    "    images = [i for i in res.find(\"div\", {\"id\": \"Main\"}).find_all(\"img\") if i.get(\"id\", None) is not None]\n",
    "    \n",
    "    ap_name = clean(aperture[1])\n",
    "    f_name = clean(focal[1])\n",
    "    c_title = clean(title)\n",
    "    cam_name = clean(camera[1])\n",
    "    \n",
    "    img_p = f\"{img_path}/{lens}-{c_title}/{cam_name}/{f_name}/{ap_name}\"\n",
    "    \n",
    "    with _lock:\n",
    "        os.makedirs(img_p, exist_ok=True)\n",
    "        \n",
    "    for img in images:\n",
    "        src = img[\"src\"]\n",
    "        ix = src.split(\"/\")[-2]\n",
    "        img_pp = f\"{img_p}/{ix}.jpg\"\n",
    "        with _lock:\n",
    "            all_images.append({\n",
    "                \"lens\": lens,\n",
    "                \"title\": c_title,\n",
    "                \"aperture\": ap_name,\n",
    "                \"focal_length\": f_name,\n",
    "                \"img_location\": img_pp,\n",
    "                \"img_url\": src,\n",
    "                \"crop_name\": ix,\n",
    "                \"camera\": cam_name,\n",
    "            })\n",
    "        \n",
    "        with _lock:\n",
    "            if os.path.exists(img_pp):\n",
    "                continue\n",
    "                \n",
    "        b_data = download(src)\n",
    "        if len(b_data) < 1000:\n",
    "            print(\"!!!Check\", src)\n",
    "            \n",
    "        with _lock:\n",
    "            with open(img_pp, \"wb\") as f:\n",
    "                f.write(b_data)\n",
    "\n",
    "from concurrent.futures import ThreadPoolExecutor, as_completed\n",
    "\n",
    "\n",
    "def one_lens(args):\n",
    "    lens_id, name = args\n",
    "    res = fetch(f\"https://www.the-digital-picture.com/Reviews/ISO-12233-Sample-Crops.aspx?Lens={lens_id}&FLI=0&API=0&Camera=0\")\n",
    "\n",
    "    available_fli = [(o[\"value\"], o.text) for o in res.find(\"select\", {\"name\": \"FLI\"}).find_all(\"option\")]\n",
    "    available_cam = [(o[\"value\"], o.text) for o in res.find(\"select\", {\"name\": \"Camera\"}).find_all(\"option\")]\n",
    "    for cam in available_cam:\n",
    "        with _lock:\n",
    "            print(lens_id, name, cam)\n",
    "        for focal in available_fli:\n",
    "            res3 = fetch(f\"https://www.the-digital-picture.com/Reviews/ISO-12233-Sample-Crops.aspx?Lens={lens_id}&FLI={focal[0]}&API=0&Camera={cam[0]}\")\n",
    "            available_api = [(o[\"value\"], o.text) for o in res3.find(\"select\", {\"name\": \"API\"}).find_all(\"option\")]\n",
    "\n",
    "            for aperture in available_api:\n",
    "                add_from(lens_id, aperture, focal, cam)\n",
    "                \n",
    "with ThreadPoolExecutor(10) as tpe:\n",
    "    futures = []\n",
    "    for l in available_lenses:\n",
    "        futures.append(tpe.submit(one_lens, l))\n",
    "    \n",
    "    for res in tqdm(as_completed(futures), total=len(futures)):\n",
    "        pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cec4223",
   "metadata": {},
   "source": [
    "# Interesting Code Begins Here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "ae3589e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "img_data = pd.DataFrame(all_images)\n",
    "img_data = img_data.loc[img_data.focal_length.str.contains(\"^\\d+mm$\", regex=True)]\n",
    "img_data.loc[:, \"focal_length_int\"] = img_data.focal_length.str.replace(\"mm\", \"\").astype(int)\n",
    "img_data.loc[:, \"aperture_float\"] = img_data.aperture.str.replace(\"f\", \"\").astype(float)\n",
    "dt = img_data.img_url.str.split(\"/\").str[-1].str.replace(\"_1_1.jpg\", \"\", regex=False).str.replace(\"_1.jpg\", \"\", regex=False).str.replace(\".jpg\", \"\", regex=False).str.replace(\"b\", \"\", regex=False).str.replace(\"-B\", \"\", regex=False).str.replace(\"-\", \" \", regex=False).str.replace(\":\", \" \", regex=False).str.replace(\"_\", \" \", regex=False)\n",
    "\n",
    "img_data.loc[:, \"upload_date\"] = pd.to_datetime(dt, format=\"%Y %m %d %H %M %S\", errors=\"coerce\")\n",
    "img_data.to_pickle(f\"{img_path}/lenses.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "806173db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "camera\n",
       "CanonEOS30D             6\n",
       "CanonEOSM               8\n",
       "CanonEOS50D            16\n",
       "CanonEOSR              16\n",
       "CanonEOSR5             28\n",
       "CanonEOS-1DsMarkII     35\n",
       "CanonEOS5DsR           62\n",
       "CanonEOS60D            64\n",
       "CanonEOS7DMarkII       74\n",
       "CanonEOS-1DsMarkIII    83\n",
       "Name: title, dtype: int64"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most used camera bodies wrt their lens coverage\n",
    "img_data.groupby(\"camera\").title.nunique().sort_values().tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "4775522d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "def hide_ax(ax):\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.spines['top'].set_visible(False)\n",
    "    ax.spines['right'].set_visible(False)\n",
    "    ax.spines['bottom'].set_visible(False)\n",
    "    ax.spines['left'].set_visible(False)\n",
    "            \n",
    "def compare(rows=\"crop_name\", columns=\"title\", query=\"focal_length_int.isin([14, 15]) & aperture_float==4 & title.str.contains('35') & crop_name.str.contains('[123]', regex=True)\"):\n",
    "    data = img_data.query(query)\n",
    "    cnt = data.groupby([rows, columns]).size().unstack().fillna(0).astype(int)\n",
    "    display(cnt)\n",
    "    assert cnt.max().max() < 2\n",
    "    \n",
    "    src = data.groupby([rows, columns]).img_location.first().unstack()\n",
    "    \n",
    "    f, axes = plt.subplots(nrows=cnt.shape[0], ncols=cnt.shape[1], figsize=(7*cnt.shape[1], 2.5*cnt.shape[0]))\n",
    "    \n",
    "    for j, axis_row in enumerate(axes):\n",
    "        for k, ax in enumerate(axis_row):\n",
    "            if j == 0:\n",
    "                ax.set_title(src.columns[k])\n",
    "            if k == 0:\n",
    "                ax.set_ylabel(src.index[j])\n",
    "            i_p = src.iloc[j, k]\n",
    "            hide_ax(ax)\n",
    "            if pd.isna(i_p):\n",
    "                continue\n",
    "            img = cv2.imread(i_p)\n",
    "            ax.imshow(img, interpolation=None)\n",
    "            \n",
    "    plt.suptitle(query)\n",
    "    plt.tight_layout()   \n",
    "    plt.savefig(\"compare.png\")\n",
    "    plt.show()\n",
    "    plt.close(f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "a95729c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((19819, 4), (34064, 11))"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we dont select all old camera models with small lens coverage, only the major players with around 95% total lens coverage\n",
    "selected = [\"CanonEOS-1DsMarkIII\", \"CanonEOS-1DsMarkII\", \"CanonEOSR7\", \"CanonEOS7DMarkII\", \"CanonEOS60D\", \"CanonEOSR5\", \"CanonEOSM\"]\n",
    "img_data_s = img_data.query('camera.isin(@selected)').set_index([\"title\", \"camera\", \"aperture\", \"aperture_float\", \"focal_length\", \"focal_length_int\", \"crop_name\"]).sort_index()\n",
    "img_data_s.shape, img_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "15ee6240",
   "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></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>lens</th>\n",
       "      <th>img_location</th>\n",
       "      <th>img_url</th>\n",
       "      <th>upload_date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <th>camera</th>\n",
       "      <th>aperture</th>\n",
       "      <th>aperture_float</th>\n",
       "      <th>focal_length</th>\n",
       "      <th>focal_length_int</th>\n",
       "      <th>crop_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">CanonEF70-300mmf4-5.6ISUSM</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">CanonEOS-1DsMarkII</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">f4.5</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">4.5</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">70mm</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">70</th>\n",
       "      <th>Crop3</th>\n",
       "      <td>358</td>\n",
       "      <td>lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2006-03-18 18:17:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop2</th>\n",
       "      <td>358</td>\n",
       "      <td>lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2006-03-18 18:17:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop1</th>\n",
       "      <td>358</td>\n",
       "      <td>lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2006-03-18 18:17:29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">f5.6</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">5.6</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">70mm</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">70</th>\n",
       "      <th>Crop1</th>\n",
       "      <td>358</td>\n",
       "      <td>lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2006-03-18 18:17:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop2</th>\n",
       "      <td>358</td>\n",
       "      <td>lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2006-03-18 18:17:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">CanonRF-S55-210mmF5-7.1ISSTM</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">CanonEOSR7</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">f16.0</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">16.0</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">210mm</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">210</th>\n",
       "      <th>Crop1</th>\n",
       "      <td>1643</td>\n",
       "      <td>lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2023-03-23 12:10:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop3</th>\n",
       "      <td>1643</td>\n",
       "      <td>lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2023-03-23 12:10:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop2</th>\n",
       "      <td>1643</td>\n",
       "      <td>lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2023-03-23 12:10:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop5</th>\n",
       "      <td>1643</td>\n",
       "      <td>lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2023-03-23 12:10:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crop4</th>\n",
       "      <td>1643</td>\n",
       "      <td>lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...</td>\n",
       "      <td>https://media.the-digital-picture.com/Images/L...</td>\n",
       "      <td>2023-03-23 12:10:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19582 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                 lens  \\\n",
       "title                        camera             aperture aperture_float focal_length focal_length_int crop_name         \n",
       "CanonEF70-300mmf4-5.6ISUSM   CanonEOS-1DsMarkII f4.5     4.5            70mm         70               Crop3       358   \n",
       "                                                                                                      Crop2       358   \n",
       "                                                                                                      Crop1       358   \n",
       "                                                f5.6     5.6            70mm         70               Crop1       358   \n",
       "                                                                                                      Crop2       358   \n",
       "...                                                                                                               ...   \n",
       "CanonRF-S55-210mmF5-7.1ISSTM CanonEOSR7         f16.0    16.0           210mm        210              Crop1      1643   \n",
       "                                                                                                      Crop3      1643   \n",
       "                                                                                                      Crop2      1643   \n",
       "                                                                                                      Crop5      1643   \n",
       "                                                                                                      Crop4      1643   \n",
       "\n",
       "                                                                                                                                                      img_location  \\\n",
       "title                        camera             aperture aperture_float focal_length focal_length_int crop_name                                                      \n",
       "CanonEF70-300mmf4-5.6ISUSM   CanonEOS-1DsMarkII f4.5     4.5            70mm         70               Crop3      lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...   \n",
       "                                                                                                      Crop2      lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...   \n",
       "                                                                                                      Crop1      lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...   \n",
       "                                                f5.6     5.6            70mm         70               Crop1      lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...   \n",
       "                                                                                                      Crop2      lenses/358-CanonEF70-300mmf4-5.6ISUSM/CanonEOS...   \n",
       "...                                                                                                                                                            ...   \n",
       "CanonRF-S55-210mmF5-7.1ISSTM CanonEOSR7         f16.0    16.0           210mm        210              Crop1      lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...   \n",
       "                                                                                                      Crop3      lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...   \n",
       "                                                                                                      Crop2      lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...   \n",
       "                                                                                                      Crop5      lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...   \n",
       "                                                                                                      Crop4      lenses/1643-CanonRF-S55-210mmF5-7.1ISSTM/Canon...   \n",
       "\n",
       "                                                                                                                                                           img_url  \\\n",
       "title                        camera             aperture aperture_float focal_length focal_length_int crop_name                                                      \n",
       "CanonEF70-300mmf4-5.6ISUSM   CanonEOS-1DsMarkII f4.5     4.5            70mm         70               Crop3      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop2      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop1      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                f5.6     5.6            70mm         70               Crop1      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop2      https://media.the-digital-picture.com/Images/L...   \n",
       "...                                                                                                                                                            ...   \n",
       "CanonRF-S55-210mmF5-7.1ISSTM CanonEOSR7         f16.0    16.0           210mm        210              Crop1      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop3      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop2      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop5      https://media.the-digital-picture.com/Images/L...   \n",
       "                                                                                                      Crop4      https://media.the-digital-picture.com/Images/L...   \n",
       "\n",
       "                                                                                                                        upload_date  \n",
       "title                        camera             aperture aperture_float focal_length focal_length_int crop_name                      \n",
       "CanonEF70-300mmf4-5.6ISUSM   CanonEOS-1DsMarkII f4.5     4.5            70mm         70               Crop3     2006-03-18 18:17:29  \n",
       "                                                                                                      Crop2     2006-03-18 18:17:29  \n",
       "                                                                                                      Crop1     2006-03-18 18:17:29  \n",
       "                                                f5.6     5.6            70mm         70               Crop1     2006-03-18 18:17:56  \n",
       "                                                                                                      Crop2     2006-03-18 18:17:56  \n",
       "...                                                                                                                             ...  \n",
       "CanonRF-S55-210mmF5-7.1ISSTM CanonEOSR7         f16.0    16.0           210mm        210              Crop1     2023-03-23 12:10:59  \n",
       "                                                                                                      Crop3     2023-03-23 12:10:59  \n",
       "                                                                                                      Crop2     2023-03-23 12:10:59  \n",
       "                                                                                                      Crop5     2023-03-23 12:10:59  \n",
       "                                                                                                      Crop4     2023-03-23 12:10:59  \n",
       "\n",
       "[19582 rows x 4 columns]"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if duplicates exist, use most recent image\n",
    "img_data_s2 = img_data_s.sort_values(\"upload_date\")\n",
    "img_data_s2 = img_data_s2[~img_data_s2.index.duplicated(keep=\"last\")]\n",
    "img_data_s2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "303b24a1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 19582/19582 [01:51<00:00, 175.16it/s]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "\n",
    "def mft(dd, plot=False):\n",
    "    info = []\n",
    "    \n",
    "    if plot:\n",
    "        N = dd.shape[0]\n",
    "        f, ax = plt.subplots(nrows=N+1, ncols=1, figsize=(9, 3*(N+1)))\n",
    "        \n",
    "    for k, (_, i) in tqdm(enumerate(dd.iterrows()), total=dd.shape[0]):\n",
    "        data = cv2.imread(i.img_location)\n",
    "        \n",
    "        # simple methods first, we take a horizontal slice towards right side of the crops (all of them have the stripe pattern there)\n",
    "        chan_data = data[:, -30, :].mean(axis=-1)\n",
    "        \n",
    "        # calculate the average pixel-wise difference in grascale in this slice (high value = good contrast)\n",
    "        cd = np.abs(np.diff(chan_data))\n",
    "        \n",
    "        # in addition to sum we also report quantiles, this gives us a tendency if the image quality has larger or smaller jumps in greyscale at once\n",
    "        # basic idea -> bad lens means we have a smooth transition from black to white and back, so the average \"step\" size is smaller\n",
    "        q = np.quantile(cd,q=0.95)\n",
    "        \n",
    "        # this is a bit similar to the above approach, but it uses ALL pixels against their surrounding pixels, so includes 2D contrast\n",
    "        sharpness = cv2.Laplacian(data, cv2.CV_64F).var()\n",
    "        # we then take the variance - the laplacian gives us the \"intensity\" of all pixels wrt them being an edge or not, \n",
    "        # and the variance thus measures if there is a clear separation between edge- and non-edge pixels\n",
    "        cd = cd.sum()\n",
    "        # print(f\"{i.img_location:35s} - SP: {sharpness:.1f} - QQ: {q:.1f} - CD: {cd:.2f}\")\n",
    "        if plot:\n",
    "            ax[0].plot(chan_data, lw=0.5, drawstyle=\"steps\", label=i.img_location)  \n",
    "            ax[0].set_ylim(bottom=0, top=255)\n",
    "            ax[0].grid(True)\n",
    "            ax[0].legend()\n",
    "            ax[k+1].imshow(data)\n",
    "            ax[k+1].set_title(i.img_location)\n",
    "            hide_ax(ax[k+1])\n",
    "        info.append((q,cd,sharpness))\n",
    "        \n",
    "    if plot:\n",
    "        plt.tight_layout()\n",
    "        plt.grid()\n",
    "        plt.show()\n",
    "    \n",
    "    cp2 = pd.DataFrame(info, columns=[\"QQ\", \"CD\", \"SP\"], index=dd.index)\n",
    "    return dd.join(cp2)\n",
    "    \n",
    "data = mft(img_data_s2, plot=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "32e9ddb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\nikla\\anaconda3\\lib\\site-packages\\pandas\\plotting\\_matplotlib\\core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  scatter = ax.scatter(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='QQ', ylabel='SP'>"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot how high the agreement between different methods is\n",
    "data.plot.scatter(x=\"CD\", y=\"SP\", s=1, grid=True)\n",
    "data.plot.scatter(x=\"QQ\", y=\"SP\", s=1, grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "79e58320",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(\"lens_results.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "98bb1728",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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#T_e19ea_row67_col15, #T_e19ea_row67_col16, #T_e19ea_row67_col17, #T_e19ea_row67_col18, #T_e19ea_row68_col0, #T_e19ea_row68_col1, #T_e19ea_row68_col2, #T_e19ea_row68_col3, #T_e19ea_row68_col4, #T_e19ea_row68_col5, #T_e19ea_row68_col6, #T_e19ea_row68_col19, #T_e19ea_row69_col0, #T_e19ea_row69_col1, #T_e19ea_row69_col2, #T_e19ea_row69_col3, #T_e19ea_row69_col4, #T_e19ea_row69_col5, #T_e19ea_row69_col6, #T_e19ea_row69_col7, #T_e19ea_row69_col8, #T_e19ea_row69_col9, #T_e19ea_row69_col19, #T_e19ea_row70_col0, #T_e19ea_row70_col1, #T_e19ea_row70_col2, #T_e19ea_row70_col3, #T_e19ea_row70_col4, #T_e19ea_row70_col5, #T_e19ea_row70_col6, #T_e19ea_row70_col7, #T_e19ea_row70_col8, #T_e19ea_row70_col9, #T_e19ea_row70_col10, #T_e19ea_row70_col11, #T_e19ea_row70_col12, #T_e19ea_row70_col19, #T_e19ea_row71_col0, #T_e19ea_row71_col1, #T_e19ea_row71_col2, #T_e19ea_row71_col3, #T_e19ea_row71_col4, #T_e19ea_row71_col19, #T_e19ea_row72_col0, #T_e19ea_row72_col1, #T_e19ea_row72_col2, #T_e19ea_row72_col3, #T_e19ea_row72_col4, #T_e19ea_row72_col19, #T_e19ea_row73_col0, #T_e19ea_row73_col1, #T_e19ea_row73_col2, #T_e19ea_row73_col3, #T_e19ea_row73_col4, #T_e19ea_row73_col19, #T_e19ea_row74_col0, #T_e19ea_row74_col1, #T_e19ea_row74_col2, #T_e19ea_row74_col3, #T_e19ea_row74_col4, #T_e19ea_row74_col19, #T_e19ea_row75_col0, #T_e19ea_row75_col1, #T_e19ea_row75_col2, #T_e19ea_row75_col3, #T_e19ea_row75_col4, #T_e19ea_row75_col5, #T_e19ea_row75_col6, #T_e19ea_row75_col19, #T_e19ea_row76_col0, #T_e19ea_row76_col1, #T_e19ea_row76_col2, #T_e19ea_row76_col3, #T_e19ea_row76_col4, #T_e19ea_row76_col5, #T_e19ea_row76_col6, #T_e19ea_row76_col19, #T_e19ea_row77_col0, #T_e19ea_row77_col1, #T_e19ea_row77_col2, #T_e19ea_row77_col3, #T_e19ea_row77_col4, #T_e19ea_row77_col5, #T_e19ea_row77_col6, #T_e19ea_row77_col19, #T_e19ea_row78_col0, #T_e19ea_row78_col1, #T_e19ea_row78_col2, #T_e19ea_row78_col3, #T_e19ea_row78_col4, #T_e19ea_row78_col5, #T_e19ea_row78_col6, #T_e19ea_row78_col19, #T_e19ea_row79_col0, #T_e19ea_row79_col1, #T_e19ea_row79_col2, #T_e19ea_row79_col3, #T_e19ea_row79_col4, #T_e19ea_row79_col5, #T_e19ea_row79_col6, #T_e19ea_row79_col7, #T_e19ea_row79_col8, #T_e19ea_row79_col9, #T_e19ea_row79_col10, #T_e19ea_row79_col11, #T_e19ea_row79_col12, #T_e19ea_row79_col13, #T_e19ea_row79_col14, #T_e19ea_row79_col15, #T_e19ea_row79_col17, #T_e19ea_row79_col18, #T_e19ea_row79_col19, #T_e19ea_row80_col0, #T_e19ea_row80_col1, #T_e19ea_row80_col2, #T_e19ea_row80_col3, #T_e19ea_row80_col4, #T_e19ea_row80_col5, #T_e19ea_row80_col6, #T_e19ea_row80_col7, #T_e19ea_row80_col8, #T_e19ea_row80_col9, #T_e19ea_row80_col10, #T_e19ea_row80_col11, #T_e19ea_row80_col12, #T_e19ea_row80_col13, #T_e19ea_row80_col14, #T_e19ea_row80_col15, #T_e19ea_row80_col16, #T_e19ea_row80_col17, #T_e19ea_row80_col19, #T_e19ea_row81_col0, #T_e19ea_row81_col1, #T_e19ea_row81_col2, #T_e19ea_row81_col3, #T_e19ea_row81_col4, #T_e19ea_row81_col5, #T_e19ea_row81_col6, #T_e19ea_row81_col7, #T_e19ea_row81_col8, #T_e19ea_row81_col9, #T_e19ea_row81_col10, #T_e19ea_row81_col11, #T_e19ea_row81_col12, #T_e19ea_row81_col13, #T_e19ea_row81_col14, #T_e19ea_row81_col15, #T_e19ea_row81_col16, #T_e19ea_row81_col17, #T_e19ea_row81_col18, #T_e19ea_row82_col0, #T_e19ea_row82_col1, #T_e19ea_row82_col2, #T_e19ea_row82_col3, #T_e19ea_row82_col4, #T_e19ea_row82_col5, #T_e19ea_row82_col6, #T_e19ea_row82_col7, #T_e19ea_row82_col8, #T_e19ea_row82_col9, #T_e19ea_row82_col19, #T_e19ea_row83_col0, #T_e19ea_row83_col1, #T_e19ea_row83_col2, #T_e19ea_row83_col3, #T_e19ea_row83_col4, #T_e19ea_row83_col5, #T_e19ea_row83_col6, #T_e19ea_row83_col7, #T_e19ea_row83_col8, #T_e19ea_row83_col9, #T_e19ea_row83_col10, #T_e19ea_row83_col11, #T_e19ea_row83_col12, #T_e19ea_row83_col19, #T_e19ea_row84_col19, #T_e19ea_row85_col0, #T_e19ea_row85_col1, #T_e19ea_row85_col2, #T_e19ea_row85_col19 {\n",
       "  background-color: #440154;\n",
       "}\n",
       "#T_e19ea_row0_col3, #T_e19ea_row7_col11, #T_e19ea_row29_col8, #T_e19ea_row58_col8, #T_e19ea_row68_col8 {\n",
       "  background-color: #2eb37c;\n",
       "}\n",
       "#T_e19ea_row0_col4, #T_e19ea_row0_col5, #T_e19ea_row0_col6, #T_e19ea_row0_col7, #T_e19ea_row0_col8, #T_e19ea_row0_col9, #T_e19ea_row50_col6, #T_e19ea_row63_col3, #T_e19ea_row71_col6, #T_e19ea_row71_col7, #T_e19ea_row72_col6, #T_e19ea_row72_col7, #T_e19ea_row84_col1, #T_e19ea_row84_col2, #T_e19ea_row84_col3, #T_e19ea_row84_col4, #T_e19ea_row84_col5, #T_e19ea_row84_col6, #T_e19ea_row84_col7 {\n",
       "  background-color: #fde725;\n",
       "}\n",
       "#T_e19ea_row0_col10 {\n",
       "  background-color: #d0e11c;\n",
       "}\n",
       "#T_e19ea_row0_col11, #T_e19ea_row52_col9, #T_e19ea_row60_col9, #T_e19ea_row71_col5 {\n",
       "  background-color: #7cd250;\n",
       "}\n",
       "#T_e19ea_row0_col12, #T_e19ea_row28_col8, #T_e19ea_row39_col7 {\n",
       "  background-color: #3bbb75;\n",
       "}\n",
       "#T_e19ea_row0_col13, #T_e19ea_row6_col12, #T_e19ea_row30_col5 {\n",
       "  background-color: #1f9e89;\n",
       "}\n",
       "#T_e19ea_row0_col14, #T_e19ea_row10_col12, #T_e19ea_row55_col5, #T_e19ea_row57_col3, #T_e19ea_row61_col10 {\n",
       "  background-color: #23888e;\n",
       "}\n",
       "#T_e19ea_row0_col15, #T_e19ea_row6_col15, #T_e19ea_row7_col15, #T_e19ea_row13_col10, #T_e19ea_row18_col13, #T_e19ea_row20_col10, #T_e19ea_row43_col10, #T_e19ea_row55_col11, #T_e19ea_row57_col14 {\n",
       "  background-color: #2c718e;\n",
       "}\n",
       "#T_e19ea_row0_col16, #T_e19ea_row25_col16, #T_e19ea_row56_col15, #T_e19ea_row62_col13, #T_e19ea_row64_col5, #T_e19ea_row78_col16 {\n",
       "  background-color: #375a8c;\n",
       "}\n",
       "#T_e19ea_row0_col17, #T_e19ea_row14_col16, #T_e19ea_row21_col16, #T_e19ea_row24_col17, #T_e19ea_row44_col15, #T_e19ea_row45_col12, #T_e19ea_row49_col14, #T_e19ea_row85_col17 {\n",
       "  background-color: #424086;\n",
       "}\n",
       "#T_e19ea_row0_col18, #T_e19ea_row1_col18, #T_e19ea_row3_col18, #T_e19ea_row17_col18, #T_e19ea_row18_col18, #T_e19ea_row39_col18, #T_e19ea_row40_col18, #T_e19ea_row42_col18 {\n",
       "  background-color: #482475;\n",
       "}\n",
       "#T_e19ea_row1_col10, #T_e19ea_row1_col11, #T_e19ea_row18_col12, #T_e19ea_row19_col13, #T_e19ea_row26_col11, #T_e19ea_row41_col11, #T_e19ea_row76_col12 {\n",
       "  background-color: #2a788e;\n",
       "}\n",
       "#T_e19ea_row1_col12, #T_e19ea_row9_col15, #T_e19ea_row31_col9, #T_e19ea_row36_col13 {\n",
       "  background-color: #2e6d8e;\n",
       "}\n",
       "#T_e19ea_row1_col13, #T_e19ea_row20_col9, #T_e19ea_row33_col13, #T_e19ea_row34_col13, #T_e19ea_row36_col14, #T_e19ea_row40_col15, #T_e19ea_row43_col12, #T_e19ea_row58_col15 {\n",
       "  background-color: #34618d;\n",
       "}\n",
       "#T_e19ea_row1_col14, #T_e19ea_row3_col15, #T_e19ea_row18_col15, #T_e19ea_row27_col14, #T_e19ea_row30_col15, #T_e19ea_row42_col15, #T_e19ea_row50_col16, #T_e19ea_row68_col15, #T_e19ea_row69_col12 {\n",
       "  background-color: #38598c;\n",
       "}\n",
       "#T_e19ea_row1_col15, #T_e19ea_row24_col16, #T_e19ea_row44_col13, #T_e19ea_row84_col16 {\n",
       "  background-color: #3c508b;\n",
       "}\n",
       "#T_e19ea_row1_col16, #T_e19ea_row33_col15 {\n",
       "  background-color: #404688;\n",
       "}\n",
       "#T_e19ea_row1_col17, #T_e19ea_row11_col17, #T_e19ea_row13_col17, #T_e19ea_row20_col7, #T_e19ea_row23_col15, #T_e19ea_row41_col17, #T_e19ea_row45_col16, #T_e19ea_row61_col17 {\n",
       "  background-color: #453581;\n",
       "}\n",
       "#T_e19ea_row2_col11, #T_e19ea_row13_col5, #T_e19ea_row19_col12, #T_e19ea_row72_col14 {\n",
       "  background-color: #287c8e;\n",
       "}\n",
       "#T_e19ea_row2_col12, #T_e19ea_row13_col7, #T_e19ea_row32_col10, #T_e19ea_row55_col3, #T_e19ea_row55_col6, #T_e19ea_row59_col3, #T_e19ea_row71_col14, #T_e19ea_row75_col12 {\n",
       "  background-color: #297a8e;\n",
       "}\n",
       "#T_e19ea_row2_col13, #T_e19ea_row54_col2, #T_e19ea_row56_col10, #T_e19ea_row60_col14, #T_e19ea_row73_col15, #T_e19ea_row77_col9 {\n",
       "  background-color: #29798e;\n",
       "}\n",
       "#T_e19ea_row2_col14, #T_e19ea_row10_col15, #T_e19ea_row39_col14, #T_e19ea_row43_col11 {\n",
       "  background-color: #30698e;\n",
       "}\n",
       "#T_e19ea_row2_col15, #T_e19ea_row20_col15, #T_e19ea_row27_col5, #T_e19ea_row43_col13, #T_e19ea_row53_col16, #T_e19ea_row77_col15, #T_e19ea_row85_col16 {\n",
       "  background-color: #38588c;\n",
       "}\n",
       "#T_e19ea_row2_col16, #T_e19ea_row8_col17, #T_e19ea_row10_col17, #T_e19ea_row13_col16, #T_e19ea_row69_col16, #T_e19ea_row82_col15 {\n",
       "  background-color: #414487;\n",
       "}\n",
       "#T_e19ea_row2_col17, #T_e19ea_row4_col17, #T_e19ea_row45_col11, #T_e19ea_row46_col16, #T_e19ea_row47_col9, #T_e19ea_row47_col15, #T_e19ea_row54_col17, #T_e19ea_row68_col17 {\n",
       "  background-color: #46337f;\n",
       "}\n",
       "#T_e19ea_row2_col18, #T_e19ea_row16_col18, #T_e19ea_row27_col18, #T_e19ea_row70_col13 {\n",
       "  background-color: #482374;\n",
       "}\n",
       "#T_e19ea_row3_col12, #T_e19ea_row39_col13, #T_e19ea_row68_col13, #T_e19ea_row74_col15 {\n",
       "  background-color: #2a768e;\n",
       "}\n",
       "#T_e19ea_row3_col13, #T_e19ea_row10_col14, #T_e19ea_row13_col9, #T_e19ea_row32_col9, #T_e19ea_row38_col14, #T_e19ea_row42_col13, #T_e19ea_row56_col9, #T_e19ea_row56_col11 {\n",
       "  background-color: #2b748e;\n",
       "}\n",
       "#T_e19ea_row3_col14, #T_e19ea_row22_col10, #T_e19ea_row34_col12, #T_e19ea_row42_col14, #T_e19ea_row77_col13 {\n",
       "  background-color: #31678e;\n",
       "}\n",
       "#T_e19ea_row3_col16, #T_e19ea_row14_col15, #T_e19ea_row15_col16, #T_e19ea_row42_col16, #T_e19ea_row44_col10, #T_e19ea_row60_col16, #T_e19ea_row82_col12, #T_e19ea_row82_col14 {\n",
       "  background-color: #3e4989;\n",
       "}\n",
       "#T_e19ea_row3_col17, #T_e19ea_row16_col17, #T_e19ea_row17_col17, #T_e19ea_row18_col17, #T_e19ea_row22_col16, #T_e19ea_row31_col15, #T_e19ea_row36_col17, #T_e19ea_row42_col17, #T_e19ea_row43_col16, #T_e19ea_row45_col15, #T_e19ea_row47_col14, #T_e19ea_row65_col16 {\n",
       "  background-color: #453882;\n",
       "}\n",
       "#T_e19ea_row4_col13, #T_e19ea_row20_col11, #T_e19ea_row28_col14, #T_e19ea_row29_col14, #T_e19ea_row40_col14, #T_e19ea_row58_col14, #T_e19ea_row59_col2, #T_e19ea_row61_col14, #T_e19ea_row64_col13, #T_e19ea_row77_col11 {\n",
       "  background-color: #2d708e;\n",
       "}\n",
       "#T_e19ea_row4_col14, #T_e19ea_row13_col12, #T_e19ea_row20_col14, #T_e19ea_row21_col11, #T_e19ea_row26_col14, #T_e19ea_row31_col11, #T_e19ea_row32_col13, #T_e19ea_row37_col15, #T_e19ea_row38_col15, #T_e19ea_row53_col5, #T_e19ea_row55_col14, #T_e19ea_row57_col15 {\n",
       "  background-color: #33628d;\n",
       "}\n",
       "#T_e19ea_row4_col15, #T_e19ea_row13_col14, #T_e19ea_row14_col14, #T_e19ea_row24_col13, #T_e19ea_row31_col12, #T_e19ea_row64_col8 {\n",
       "  background-color: #3a538b;\n",
       "}\n",
       "#T_e19ea_row4_col16, #T_e19ea_row7_col17, #T_e19ea_row43_col15, #T_e19ea_row46_col11, #T_e19ea_row51_col17, #T_e19ea_row69_col10, #T_e19ea_row74_col17, #T_e19ea_row78_col17 {\n",
       "  background-color: #414287;\n",
       "}\n",
       "#T_e19ea_row4_col18, #T_e19ea_row15_col18, #T_e19ea_row34_col18, #T_e19ea_row63_col18 {\n",
       "  background-color: #482173;\n",
       "}\n",
       "#T_e19ea_row5_col13, #T_e19ea_row32_col17, #T_e19ea_row75_col18, #T_e19ea_row83_col14, #T_e19ea_row83_col17 {\n",
       "  background-color: #472c7a;\n",
       "}\n",
       "#T_e19ea_row5_col14, #T_e19ea_row15_col17, #T_e19ea_row33_col16, #T_e19ea_row44_col16, #T_e19ea_row46_col15, #T_e19ea_row48_col15, #T_e19ea_row49_col16 {\n",
       "  background-color: #453781;\n",
       "}\n",
       "#T_e19ea_row5_col15, #T_e19ea_row23_col16, #T_e19ea_row24_col18, #T_e19ea_row47_col16, #T_e19ea_row48_col16, #T_e19ea_row82_col17 {\n",
       "  background-color: #472e7c;\n",
       "}\n",
       "#T_e19ea_row5_col16, #T_e19ea_row13_col18, #T_e19ea_row19_col18, #T_e19ea_row20_col18, #T_e19ea_row23_col17, #T_e19ea_row28_col18, #T_e19ea_row29_col18, #T_e19ea_row41_col18, #T_e19ea_row47_col17, #T_e19ea_row48_col17, #T_e19ea_row56_col18, #T_e19ea_row57_col18, #T_e19ea_row58_col18, #T_e19ea_row64_col18, #T_e19ea_row74_col18, #T_e19ea_row85_col18 {\n",
       "  background-color: #482576;\n",
       "}\n",
       "#T_e19ea_row5_col17, #T_e19ea_row12_col17, #T_e19ea_row32_col18, #T_e19ea_row46_col18, #T_e19ea_row61_col18 {\n",
       "  background-color: #481f70;\n",
       "}\n",
       "#T_e19ea_row5_col18 {\n",
       "  background-color: #48186a;\n",
       "}\n",
       "#T_e19ea_row6_col8, #T_e19ea_row54_col8 {\n",
       "  background-color: #29af7f;\n",
       "}\n",
       "#T_e19ea_row6_col9, #T_e19ea_row25_col6, #T_e19ea_row53_col7, #T_e19ea_row53_col8, #T_e19ea_row53_col9, #T_e19ea_row53_col10 {\n",
       "  background-color: #48c16e;\n",
       "}\n",
       "#T_e19ea_row6_col10, #T_e19ea_row30_col6, #T_e19ea_row63_col10 {\n",
       "  background-color: #25ab82;\n",
       "}\n",
       "#T_e19ea_row6_col11, #T_e19ea_row30_col9, #T_e19ea_row39_col10, #T_e19ea_row58_col9, #T_e19ea_row60_col12, #T_e19ea_row73_col13 {\n",
       "  background-color: #20a486;\n",
       "}\n",
       "#T_e19ea_row6_col13, #T_e19ea_row18_col8, #T_e19ea_row25_col13, #T_e19ea_row36_col10, #T_e19ea_row59_col13, #T_e19ea_row76_col8, #T_e19ea_row85_col13 {\n",
       "  background-color: #1f978b;\n",
       "}\n",
       "#T_e19ea_row6_col14, #T_e19ea_row9_col14, #T_e19ea_row18_col10, #T_e19ea_row41_col7, #T_e19ea_row53_col14, #T_e19ea_row59_col14 {\n",
       "  background-color: #25848e;\n",
       "}\n",
       "#T_e19ea_row6_col16, #T_e19ea_row16_col15, #T_e19ea_row22_col11, #T_e19ea_row28_col15, #T_e19ea_row41_col13 {\n",
       "  background-color: #355f8d;\n",
       "}\n",
       "#T_e19ea_row6_col17, #T_e19ea_row23_col13, #T_e19ea_row25_col17, #T_e19ea_row31_col13, #T_e19ea_row41_col16, #T_e19ea_row46_col10, #T_e19ea_row49_col12, #T_e19ea_row49_col13, #T_e19ea_row54_col16, #T_e19ea_row59_col17, #T_e19ea_row82_col11 {\n",
       "  background-color: #404588;\n",
       "}\n",
       "#T_e19ea_row6_col18, #T_e19ea_row43_col17, #T_e19ea_row44_col17, #T_e19ea_row45_col17, #T_e19ea_row46_col17, #T_e19ea_row50_col18, #T_e19ea_row71_col18, #T_e19ea_row72_col18, #T_e19ea_row73_col18, #T_e19ea_row78_col18 {\n",
       "  background-color: #482979;\n",
       "}\n",
       "#T_e19ea_row7_col9, #T_e19ea_row38_col7, #T_e19ea_row40_col9, #T_e19ea_row59_col10, #T_e19ea_row63_col6 {\n",
       "  background-color: #52c569;\n",
       "}\n",
       "#T_e19ea_row7_col10 {\n",
       "  background-color: #44bf70;\n",
       "}\n",
       "#T_e19ea_row7_col12, #T_e19ea_row8_col12, #T_e19ea_row28_col6, #T_e19ea_row29_col6, #T_e19ea_row50_col12, #T_e19ea_row54_col9, #T_e19ea_row84_col12 {\n",
       "  background-color: #21a685;\n",
       "}\n",
       "#T_e19ea_row7_col13, #T_e19ea_row30_col10, #T_e19ea_row51_col13, #T_e19ea_row53_col13, #T_e19ea_row56_col5 {\n",
       "  background-color: #1f9a8a;\n",
       "}\n",
       "#T_e19ea_row7_col14, #T_e19ea_row26_col9, #T_e19ea_row39_col12, #T_e19ea_row41_col10, #T_e19ea_row51_col14, #T_e19ea_row61_col9, #T_e19ea_row61_col11 {\n",
       "  background-color: #25858e;\n",
       "}\n",
       "#T_e19ea_row7_col16, #T_e19ea_row8_col16, #T_e19ea_row15_col15, #T_e19ea_row17_col15, #T_e19ea_row19_col15, #T_e19ea_row32_col8, #T_e19ea_row59_col16, #T_e19ea_row61_col7 {\n",
       "  background-color: #365d8d;\n",
       "}\n",
       "#T_e19ea_row7_col18, #T_e19ea_row9_col18, #T_e19ea_row26_col18, #T_e19ea_row31_col17, #T_e19ea_row37_col18, #T_e19ea_row38_col18, #T_e19ea_row55_col18, #T_e19ea_row70_col17, #T_e19ea_row84_col18 {\n",
       "  background-color: #482677;\n",
       "}\n",
       "#T_e19ea_row8_col10, #T_e19ea_row16_col11, #T_e19ea_row29_col10, #T_e19ea_row74_col13, #T_e19ea_row75_col9 {\n",
       "  background-color: #21a585;\n",
       "}\n",
       "#T_e19ea_row8_col11, #T_e19ea_row50_col11, #T_e19ea_row73_col11, #T_e19ea_row74_col12 {\n",
       "  background-color: #3dbc74;\n",
       "}\n",
       "#T_e19ea_row8_col13, #T_e19ea_row76_col7 {\n",
       "  background-color: #21908d;\n",
       "}\n",
       "#T_e19ea_row8_col14, #T_e19ea_row18_col11, #T_e19ea_row19_col7, #T_e19ea_row28_col13, #T_e19ea_row58_col13 {\n",
       "  background-color: #277f8e;\n",
       "}\n",
       "#T_e19ea_row8_col15, #T_e19ea_row17_col14, #T_e19ea_row20_col12, #T_e19ea_row21_col9, #T_e19ea_row26_col13, #T_e19ea_row33_col11, #T_e19ea_row55_col12, #T_e19ea_row74_col5, #T_e19ea_row76_col13, #T_e19ea_row85_col15 {\n",
       "  background-color: #2e6e8e;\n",
       "}\n",
       "#T_e19ea_row8_col18, #T_e19ea_row10_col18, #T_e19ea_row36_col18, #T_e19ea_row51_col18, #T_e19ea_row52_col18, #T_e19ea_row53_col18, #T_e19ea_row77_col18 {\n",
       "  background-color: #482878;\n",
       "}\n",
       "#T_e19ea_row9_col11, #T_e19ea_row19_col9, #T_e19ea_row27_col8, #T_e19ea_row42_col11 {\n",
       "  background-color: #24878e;\n",
       "}\n",
       "#T_e19ea_row9_col12, #T_e19ea_row29_col5, #T_e19ea_row30_col11, #T_e19ea_row60_col13, #T_e19ea_row73_col14, #T_e19ea_row75_col11, #T_e19ea_row84_col13 {\n",
       "  background-color: #218f8d;\n",
       "}\n",
       "#T_e19ea_row9_col13, #T_e19ea_row17_col11 {\n",
       "  background-color: #1e9d89;\n",
       "}\n",
       "#T_e19ea_row9_col16, #T_e19ea_row24_col14, #T_e19ea_row55_col16, #T_e19ea_row62_col12, #T_e19ea_row62_col14, #T_e19ea_row64_col3, #T_e19ea_row64_col6 {\n",
       "  background-color: #3b528b;\n",
       "}\n",
       "#T_e19ea_row9_col17, #T_e19ea_row11_col15, #T_e19ea_row23_col14, #T_e19ea_row31_col14, #T_e19ea_row47_col10, #T_e19ea_row47_col11, #T_e19ea_row55_col17 {\n",
       "  background-color: #433e85;\n",
       "}\n",
       "#T_e19ea_row10_col13, #T_e19ea_row15_col13, #T_e19ea_row16_col13, #T_e19ea_row54_col12, #T_e19ea_row56_col3, #T_e19ea_row57_col13, #T_e19ea_row61_col13 {\n",
       "  background-color: #26818e;\n",
       "}\n",
       "#T_e19ea_row10_col16, #T_e19ea_row21_col12, #T_e19ea_row35_col12, #T_e19ea_row64_col9, #T_e19ea_row69_col13 {\n",
       "  background-color: #365c8d;\n",
       "}\n",
       "#T_e19ea_row11_col16, #T_e19ea_row24_col15, #T_e19ea_row35_col14, #T_e19ea_row37_col16, #T_e19ea_row40_col16, #T_e19ea_row56_col16, #T_e19ea_row57_col16, #T_e19ea_row58_col16, #T_e19ea_row76_col16 {\n",
       "  background-color: #3b518b;\n",
       "}\n",
       "#T_e19ea_row11_col18 {\n",
       "  background-color: #481769;\n",
       "}\n",
       "#T_e19ea_row12_col18, #T_e19ea_row22_col18, #T_e19ea_row23_col18, #T_e19ea_row45_col18, #T_e19ea_row48_col18, #T_e19ea_row60_col18, #T_e19ea_row62_col18, #T_e19ea_row66_col18, #T_e19ea_row83_col18 {\n",
       "  background-color: #481c6e;\n",
       "}\n",
       "#T_e19ea_row13_col6, #T_e19ea_row29_col11 {\n",
       "  background-color: #1f998a;\n",
       "}\n",
       "#T_e19ea_row13_col8, #T_e19ea_row28_col5, #T_e19ea_row30_col13 {\n",
       "  background-color: #2a778e;\n",
       "}\n",
       "#T_e19ea_row13_col11, #T_e19ea_row32_col12, #T_e19ea_row55_col13, #T_e19ea_row72_col15 {\n",
       "  background-color: #306a8e;\n",
       "}\n",
       "#T_e19ea_row13_col13, #T_e19ea_row22_col9, #T_e19ea_row35_col13, #T_e19ea_row39_col15, #T_e19ea_row43_col9, #T_e19ea_row51_col16, #T_e19ea_row55_col15, #T_e19ea_row63_col16, #T_e19ea_row64_col15, #T_e19ea_row75_col15, #T_e19ea_row76_col15 {\n",
       "  background-color: #375b8d;\n",
       "}\n",
       "#T_e19ea_row13_col15, #T_e19ea_row17_col16, #T_e19ea_row27_col15, #T_e19ea_row33_col9, #T_e19ea_row39_col16, #T_e19ea_row64_col7 {\n",
       "  background-color: #3e4c8a;\n",
       "}\n",
       "#T_e19ea_row14_col13, #T_e19ea_row19_col16, #T_e19ea_row28_col16, #T_e19ea_row29_col16, #T_e19ea_row41_col15, #T_e19ea_row43_col14, #T_e19ea_row82_col13 {\n",
       "  background-color: #3d4e8a;\n",
       "}\n",
       "#T_e19ea_row14_col17, #T_e19ea_row25_col18, #T_e19ea_row70_col14 {\n",
       "  background-color: #472d7b;\n",
       "}\n",
       "#T_e19ea_row14_col18, #T_e19ea_row80_col18 {\n",
       "  background-color: #481a6c;\n",
       "}\n",
       "#T_e19ea_row15_col7, #T_e19ea_row16_col7, #T_e19ea_row16_col8, #T_e19ea_row71_col9 {\n",
       "  background-color: #a2da37;\n",
       "}\n",
       "#T_e19ea_row15_col8 {\n",
       "  background-color: #8ed645;\n",
       "}\n",
       "#T_e19ea_row15_col9, #T_e19ea_row37_col7, #T_e19ea_row51_col5 {\n",
       "  background-color: #63cb5f;\n",
       "}\n",
       "#T_e19ea_row15_col10, #T_e19ea_row54_col6, #T_e19ea_row57_col7, #T_e19ea_row84_col11 {\n",
       "  background-color: #3fbc73;\n",
       "}\n",
       "#T_e19ea_row15_col11, #T_e19ea_row85_col12 {\n",
       "  background-color: #23a983;\n",
       "}\n",
       "#T_e19ea_row15_col12, #T_e19ea_row37_col12, #T_e19ea_row63_col13 {\n",
       "  background-color: #1f948c;\n",
       "}\n",
       "#T_e19ea_row15_col14, #T_e19ea_row25_col15, #T_e19ea_row27_col10, #T_e19ea_row31_col10, #T_e19ea_row53_col15, #T_e19ea_row55_col8, #T_e19ea_row63_col15, #T_e19ea_row77_col7 {\n",
       "  background-color: #2e6f8e;\n",
       "}\n",
       "#T_e19ea_row16_col9, #T_e19ea_row51_col8, #T_e19ea_row60_col10, #T_e19ea_row71_col10, #T_e19ea_row73_col8 {\n",
       "  background-color: #65cb5e;\n",
       "}\n",
       "#T_e19ea_row16_col10, #T_e19ea_row17_col8, #T_e19ea_row59_col11, #T_e19ea_row78_col11 {\n",
       "  background-color: #34b679;\n",
       "}\n",
       "#T_e19ea_row16_col12, #T_e19ea_row41_col8, #T_e19ea_row42_col10, #T_e19ea_row55_col4, #T_e19ea_row76_col9 {\n",
       "  background-color: #20928c;\n",
       "}\n",
       "#T_e19ea_row16_col14, #T_e19ea_row37_col14, #T_e19ea_row51_col15, #T_e19ea_row56_col8, #T_e19ea_row56_col12, #T_e19ea_row59_col15 {\n",
       "  background-color: #2d718e;\n",
       "}\n",
       "#T_e19ea_row16_col16, #T_e19ea_row20_col16, #T_e19ea_row23_col12, #T_e19ea_row34_col11, #T_e19ea_row34_col15, #T_e19ea_row38_col16, #T_e19ea_row69_col15 {\n",
       "  background-color: #3d4d8a;\n",
       "}\n",
       "#T_e19ea_row17_col7, #T_e19ea_row72_col10 {\n",
       "  background-color: #42be71;\n",
       "}\n",
       "#T_e19ea_row17_col9 {\n",
       "  background-color: #2cb17e;\n",
       "}\n",
       "#T_e19ea_row17_col10 {\n",
       "  background-color: #25ac82;\n",
       "}\n",
       "#T_e19ea_row17_col12, #T_e19ea_row26_col5, #T_e19ea_row26_col8, #T_e19ea_row52_col13 {\n",
       "  background-color: #228d8d;\n",
       "}\n",
       "#T_e19ea_row17_col13, #T_e19ea_row26_col10, #T_e19ea_row42_col7, #T_e19ea_row42_col12, #T_e19ea_row50_col14, #T_e19ea_row63_col1, #T_e19ea_row77_col8 {\n",
       "  background-color: #277e8e;\n",
       "}\n",
       "#T_e19ea_row18_col7, #T_e19ea_row27_col6, #T_e19ea_row28_col11 {\n",
       "  background-color: #1f968b;\n",
       "}\n",
       "#T_e19ea_row18_col9, #T_e19ea_row54_col11, #T_e19ea_row58_col11, #T_e19ea_row72_col13, #T_e19ea_row74_col14, #T_e19ea_row78_col13 {\n",
       "  background-color: #218e8d;\n",
       "}\n",
       "#T_e19ea_row18_col14, #T_e19ea_row54_col14 {\n",
       "  background-color: #32658e;\n",
       "}\n",
       "#T_e19ea_row18_col16, #T_e19ea_row26_col16, #T_e19ea_row61_col16, #T_e19ea_row62_col11, #T_e19ea_row62_col15 {\n",
       "  background-color: #3e4a89;\n",
       "}\n",
       "#T_e19ea_row19_col8, #T_e19ea_row29_col12, #T_e19ea_row71_col13, #T_e19ea_row76_col10 {\n",
       "  background-color: #228c8d;\n",
       "}\n",
       "#T_e19ea_row19_col10, #T_e19ea_row25_col14, #T_e19ea_row58_col4 {\n",
       "  background-color: #25838e;\n",
       "}\n",
       "#T_e19ea_row19_col11, #T_e19ea_row29_col13, #T_e19ea_row37_col13 {\n",
       "  background-color: #27808e;\n",
       "}\n",
       "#T_e19ea_row19_col14, #T_e19ea_row31_col8 {\n",
       "  background-color: #2f6b8e;\n",
       "}\n",
       "#T_e19ea_row19_col17, #T_e19ea_row28_col17, #T_e19ea_row29_col17, #T_e19ea_row38_col17, #T_e19ea_row46_col9, #T_e19ea_row48_col10, #T_e19ea_row49_col11, #T_e19ea_row62_col10, #T_e19ea_row64_col17, #T_e19ea_row79_col16 {\n",
       "  background-color: #443a83;\n",
       "}\n",
       "#T_e19ea_row20_col8, #T_e19ea_row21_col14, #T_e19ea_row22_col13, #T_e19ea_row44_col11, #T_e19ea_row44_col12, #T_e19ea_row64_col16, #T_e19ea_row77_col16 {\n",
       "  background-color: #3c4f8a;\n",
       "}\n",
       "#T_e19ea_row20_col13, #T_e19ea_row27_col11, #T_e19ea_row41_col12, #T_e19ea_row50_col15, #T_e19ea_row55_col7, #T_e19ea_row56_col7, #T_e19ea_row56_col13, #T_e19ea_row64_col12, #T_e19ea_row77_col12, #T_e19ea_row78_col15 {\n",
       "  background-color: #2f6c8e;\n",
       "}\n",
       "#T_e19ea_row20_col17, #T_e19ea_row26_col17, #T_e19ea_row32_col16, #T_e19ea_row39_col17, #T_e19ea_row46_col14, #T_e19ea_row83_col16 {\n",
       "  background-color: #443983;\n",
       "}\n",
       "#T_e19ea_row21_col8, #T_e19ea_row64_col14, #T_e19ea_row75_col13, #T_e19ea_row84_col15 {\n",
       "  background-color: #31668e;\n",
       "}\n",
       "#T_e19ea_row21_col10, #T_e19ea_row27_col12, #T_e19ea_row30_col14, #T_e19ea_row33_col12, #T_e19ea_row52_col15, #T_e19ea_row58_col3, #T_e19ea_row64_col11, #T_e19ea_row68_col14, #T_e19ea_row71_col15 {\n",
       "  background-color: #31688e;\n",
       "}\n",
       "#T_e19ea_row21_col13, #T_e19ea_row36_col15, #T_e19ea_row54_col15, #T_e19ea_row64_col4, #T_e19ea_row69_col11 {\n",
       "  background-color: #39558c;\n",
       "}\n",
       "#T_e19ea_row21_col15, #T_e19ea_row22_col14, #T_e19ea_row30_col16, #T_e19ea_row32_col15, #T_e19ea_row48_col12, #T_e19ea_row48_col13, #T_e19ea_row73_col17 {\n",
       "  background-color: #3f4788;\n",
       "}\n",
       "#T_e19ea_row21_col17, #T_e19ea_row27_col17, #T_e19ea_row31_col16, #T_e19ea_row69_col17 {\n",
       "  background-color: #46307e;\n",
       "}\n",
       "#T_e19ea_row21_col18, #T_e19ea_row30_col18, #T_e19ea_row35_col18, #T_e19ea_row54_col18 {\n",
       "  background-color: #482071;\n",
       "}\n",
       "#T_e19ea_row22_col12, #T_e19ea_row26_col15, #T_e19ea_row31_col7, #T_e19ea_row34_col14, #T_e19ea_row41_col14, #T_e19ea_row72_col16 {\n",
       "  background-color: #39568c;\n",
       "}\n",
       "#T_e19ea_row22_col15, #T_e19ea_row27_col16, #T_e19ea_row35_col16, #T_e19ea_row45_col13, #T_e19ea_row46_col12, #T_e19ea_row48_col14, #T_e19ea_row52_col17, #T_e19ea_row63_col17, #T_e19ea_row71_col17, #T_e19ea_row76_col17, #T_e19ea_row82_col16 {\n",
       "  background-color: #423f85;\n",
       "}\n",
       "#T_e19ea_row22_col17, #T_e19ea_row33_col17, #T_e19ea_row49_col17, #T_e19ea_row59_col18, #T_e19ea_row76_col18 {\n",
       "  background-color: #472a7a;\n",
       "}\n",
       "#T_e19ea_row23_col10, #T_e19ea_row24_col12, #T_e19ea_row35_col15, #T_e19ea_row36_col16, #T_e19ea_row44_col14, #T_e19ea_row48_col11, #T_e19ea_row63_col0, #T_e19ea_row64_col2, #T_e19ea_row68_col16 {\n",
       "  background-color: #3f4889;\n",
       "}\n",
       "#T_e19ea_row23_col11, #T_e19ea_row32_col14, #T_e19ea_row33_col14, #T_e19ea_row52_col16, #T_e19ea_row69_col14, #T_e19ea_row71_col16, #T_e19ea_row75_col16 {\n",
       "  background-color: #3a548c;\n",
       "}\n",
       "#T_e19ea_row24_col11, #T_e19ea_row37_col17, #T_e19ea_row46_col13, #T_e19ea_row47_col12, #T_e19ea_row47_col13, #T_e19ea_row57_col17, #T_e19ea_row77_col17, #T_e19ea_row84_col17 {\n",
       "  background-color: #433d84;\n",
       "}\n",
       "#T_e19ea_row25_col5, #T_e19ea_row60_col5 {\n",
       "  background-color: #1fa188;\n",
       "}\n",
       "#T_e19ea_row25_col7, #T_e19ea_row74_col10, #T_e19ea_row85_col8 {\n",
       "  background-color: #b2dd2d;\n",
       "}\n",
       "#T_e19ea_row25_col8 {\n",
       "  background-color: #a0da39;\n",
       "}\n",
       "#T_e19ea_row25_col9 {\n",
       "  background-color: #90d743;\n",
       "}\n",
       "#T_e19ea_row25_col10, #T_e19ea_row72_col9 {\n",
       "  background-color: #7fd34e;\n",
       "}\n",
       "#T_e19ea_row25_col11, #T_e19ea_row38_col10 {\n",
       "  background-color: #4ac16d;\n",
       "}\n",
       "#T_e19ea_row25_col12, #T_e19ea_row36_col7, #T_e19ea_row36_col9, #T_e19ea_row51_col12, #T_e19ea_row54_col4, #T_e19ea_row68_col10 {\n",
       "  background-color: #27ad81;\n",
       "}\n",
       "#T_e19ea_row26_col6, #T_e19ea_row57_col12 {\n",
       "  background-color: #238a8d;\n",
       "}\n",
       "#T_e19ea_row26_col7, #T_e19ea_row39_col11, #T_e19ea_row42_col8, #T_e19ea_row58_col10 {\n",
       "  background-color: #1f958b;\n",
       "}\n",
       "#T_e19ea_row26_col12, #T_e19ea_row32_col11, #T_e19ea_row55_col9 {\n",
       "  background-color: #2c728e;\n",
       "}\n",
       "#T_e19ea_row27_col7, #T_e19ea_row42_col9, #T_e19ea_row57_col11, #T_e19ea_row68_col7 {\n",
       "  background-color: #20938c;\n",
       "}\n",
       "#T_e19ea_row27_col9, #T_e19ea_row36_col12, #T_e19ea_row52_col14, #T_e19ea_row53_col6, #T_e19ea_row84_col14 {\n",
       "  background-color: #297b8e;\n",
       "}\n",
       "#T_e19ea_row27_col13, #T_e19ea_row76_col14 {\n",
       "  background-color: #32648e;\n",
       "}\n",
       "#T_e19ea_row28_col7, #T_e19ea_row78_col9 {\n",
       "  background-color: #54c568;\n",
       "}\n",
       "#T_e19ea_row28_col9, #T_e19ea_row30_col8, #T_e19ea_row38_col11, #T_e19ea_row72_col11, #T_e19ea_row85_col3 {\n",
       "  background-color: #28ae80;\n",
       "}\n",
       "#T_e19ea_row28_col10, #T_e19ea_row52_col12, #T_e19ea_row71_col12, #T_e19ea_row75_col10, #T_e19ea_row78_col12 {\n",
       "  background-color: #1fa287;\n",
       "}\n",
       "#T_e19ea_row28_col12, #T_e19ea_row41_col9, #T_e19ea_row52_col5, #T_e19ea_row78_col7 {\n",
       "  background-color: #228b8d;\n",
       "}\n",
       "#T_e19ea_row29_col7, #T_e19ea_row39_col9, #T_e19ea_row85_col4, #T_e19ea_row85_col11 {\n",
       "  background-color: #3aba76;\n",
       "}\n",
       "#T_e19ea_row29_col9, #T_e19ea_row59_col4, #T_e19ea_row75_col7 {\n",
       "  background-color: #26ad81;\n",
       "}\n",
       "#T_e19ea_row29_col15, #T_e19ea_row75_col14, #T_e19ea_row77_col14 {\n",
       "  background-color: #34608d;\n",
       "}\n",
       "#T_e19ea_row30_col7, #T_e19ea_row51_col6, #T_e19ea_row71_col11 {\n",
       "  background-color: #37b878;\n",
       "}\n",
       "#T_e19ea_row30_col12, #T_e19ea_row56_col6, #T_e19ea_row61_col8, #T_e19ea_row61_col12, #T_e19ea_row63_col14, #T_e19ea_row76_col11, #T_e19ea_row85_col14 {\n",
       "  background-color: #26828e;\n",
       "}\n",
       "#T_e19ea_row30_col17, #T_e19ea_row60_col17 {\n",
       "  background-color: #463480;\n",
       "}\n",
       "#T_e19ea_row31_col18, #T_e19ea_row33_col18, #T_e19ea_row47_col18, #T_e19ea_row49_col18, #T_e19ea_row69_col18, #T_e19ea_row83_col13 {\n",
       "  background-color: #481d6f;\n",
       "}\n",
       "#T_e19ea_row33_col10, #T_e19ea_row54_col13, #T_e19ea_row77_col10 {\n",
       "  background-color: #2c738e;\n",
       "}\n",
       "#T_e19ea_row34_col16, #T_e19ea_row50_col17, #T_e19ea_row53_col17, #T_e19ea_row62_col16, #T_e19ea_row72_col17, #T_e19ea_row75_col17 {\n",
       "  background-color: #424186;\n",
       "}\n",
       "#T_e19ea_row34_col17, #T_e19ea_row70_col16, #T_e19ea_row83_col15 {\n",
       "  background-color: #46327e;\n",
       "}\n",
       "#T_e19ea_row35_col17, #T_e19ea_row46_col8, #T_e19ea_row62_col17, #T_e19ea_row70_col15, #T_e19ea_row82_col10 {\n",
       "  background-color: #472f7d;\n",
       "}\n",
       "#T_e19ea_row36_col8, #T_e19ea_row78_col8 {\n",
       "  background-color: #4ec36b;\n",
       "}\n",
       "#T_e19ea_row36_col11, #T_e19ea_row68_col12 {\n",
       "  background-color: #23898e;\n",
       "}\n",
       "#T_e19ea_row37_col8, #T_e19ea_row40_col8 {\n",
       "  background-color: #77d153;\n",
       "}\n",
       "#T_e19ea_row37_col9 {\n",
       "  background-color: #5ac864;\n",
       "}\n",
       "#T_e19ea_row37_col10 {\n",
       "  background-color: #40bd72;\n",
       "}\n",
       "#T_e19ea_row37_col11 {\n",
       "  background-color: #24aa83;\n",
       "}\n",
       "#T_e19ea_row38_col8, #T_e19ea_row59_col6 {\n",
       "  background-color: #9bd93c;\n",
       "}\n",
       "#T_e19ea_row38_col9, #T_e19ea_row73_col7 {\n",
       "  background-color: #6ece58;\n",
       "}\n",
       "#T_e19ea_row38_col12, #T_e19ea_row54_col3 {\n",
       "  background-color: #1e9b8a;\n",
       "}\n",
       "#T_e19ea_row38_col13, #T_e19ea_row58_col12 {\n",
       "  background-color: #24868e;\n",
       "}\n",
       "#T_e19ea_row39_col8, #T_e19ea_row40_col7 {\n",
       "  background-color: #69cd5b;\n",
       "}\n",
       "#T_e19ea_row40_col10, #T_e19ea_row74_col6 {\n",
       "  background-color: #32b67a;\n",
       "}\n",
       "#T_e19ea_row40_col11, #T_e19ea_row63_col8, #T_e19ea_row63_col11 {\n",
       "  background-color: #20a386;\n",
       "}\n",
       "#T_e19ea_row40_col12, #T_e19ea_row50_col13 {\n",
       "  background-color: #21918c;\n",
       "}\n",
       "#T_e19ea_row40_col13, #T_e19ea_row78_col14 {\n",
       "  background-color: #287d8e;\n",
       "}\n",
       "#T_e19ea_row40_col17, #T_e19ea_row45_col14, #T_e19ea_row49_col15, #T_e19ea_row56_col17, #T_e19ea_row58_col17 {\n",
       "  background-color: #443b84;\n",
       "}\n",
       "#T_e19ea_row43_col18, #T_e19ea_row44_col18, #T_e19ea_row68_col18, #T_e19ea_row70_col18, #T_e19ea_row82_col18 {\n",
       "  background-color: #481b6d;\n",
       "}\n",
       "#T_e19ea_row50_col5, #T_e19ea_row50_col7 {\n",
       "  background-color: #ece51b;\n",
       "}\n",
       "#T_e19ea_row50_col8 {\n",
       "  background-color: #c2df23;\n",
       "}\n",
       "#T_e19ea_row50_col9 {\n",
       "  background-color: #95d840;\n",
       "}\n",
       "#T_e19ea_row50_col10, #T_e19ea_row51_col9, #T_e19ea_row59_col9 {\n",
       "  background-color: #6ccd5a;\n",
       "}\n",
       "#T_e19ea_row51_col7, #T_e19ea_row60_col6 {\n",
       "  background-color: #60ca60;\n",
       "}\n",
       "#T_e19ea_row51_col10, #T_e19ea_row57_col5 {\n",
       "  background-color: #73d056;\n",
       "}\n",
       "#T_e19ea_row51_col11, #T_e19ea_row54_col5, #T_e19ea_row58_col7 {\n",
       "  background-color: #46c06f;\n",
       "}\n",
       "#T_e19ea_row52_col6 {\n",
       "  background-color: #4cc26c;\n",
       "}\n",
       "#T_e19ea_row52_col7 {\n",
       "  background-color: #c0df25;\n",
       "}\n",
       "#T_e19ea_row52_col8, #T_e19ea_row85_col6 {\n",
       "  background-color: #9dd93b;\n",
       "}\n",
       "#T_e19ea_row52_col10, #T_e19ea_row73_col9, #T_e19ea_row85_col5, #T_e19ea_row85_col10 {\n",
       "  background-color: #5ec962;\n",
       "}\n",
       "#T_e19ea_row52_col11 {\n",
       "  background-color: #35b779;\n",
       "}\n",
       "#T_e19ea_row53_col11 {\n",
       "  background-color: #31b57b;\n",
       "}\n",
       "#T_e19ea_row53_col12, #T_e19ea_row57_col9, #T_e19ea_row59_col12, #T_e19ea_row63_col9 {\n",
       "  background-color: #22a785;\n",
       "}\n",
       "#T_e19ea_row54_col7, #T_e19ea_row60_col11 {\n",
       "  background-color: #38b977;\n",
       "}\n",
       "#T_e19ea_row54_col10, #T_e19ea_row56_col4, #T_e19ea_row57_col10, #T_e19ea_row63_col12, #T_e19ea_row68_col11 {\n",
       "  background-color: #1e9c89;\n",
       "}\n",
       "#T_e19ea_row55_col10 {\n",
       "  background-color: #2b758e;\n",
       "}\n",
       "#T_e19ea_row56_col14, #T_e19ea_row60_col15, #T_e19ea_row64_col10, #T_e19ea_row73_col16 {\n",
       "  background-color: #33638d;\n",
       "}\n",
       "#T_e19ea_row57_col4, #T_e19ea_row68_col9, #T_e19ea_row73_col12 {\n",
       "  background-color: #2ab07f;\n",
       "}\n",
       "#T_e19ea_row57_col6, #T_e19ea_row63_col2, #T_e19ea_row73_col10 {\n",
       "  background-color: #58c765;\n",
       "}\n",
       "#T_e19ea_row57_col8 {\n",
       "  background-color: #2db27d;\n",
       "}\n",
       "#T_e19ea_row58_col5 {\n",
       "  background-color: #67cc5c;\n",
       "}\n",
       "#T_e19ea_row58_col6 {\n",
       "  background-color: #56c667;\n",
       "}\n",
       "#T_e19ea_row59_col5, #T_e19ea_row72_col5 {\n",
       "  background-color: #8bd646;\n",
       "}\n",
       "#T_e19ea_row59_col7, #T_e19ea_row84_col9 {\n",
       "  background-color: #a8db34;\n",
       "}\n",
       "#T_e19ea_row59_col8 {\n",
       "  background-color: #89d548;\n",
       "}\n",
       "#T_e19ea_row60_col7 {\n",
       "  background-color: #aadc32;\n",
       "}\n",
       "#T_e19ea_row60_col8 {\n",
       "  background-color: #93d741;\n",
       "}\n",
       "#T_e19ea_row61_col15, #T_e19ea_row74_col16 {\n",
       "  background-color: #355e8d;\n",
       "}\n",
       "#T_e19ea_row63_col4, #T_e19ea_row73_col6, #T_e19ea_row74_col7 {\n",
       "  background-color: #efe51c;\n",
       "}\n",
       "#T_e19ea_row63_col5 {\n",
       "  background-color: #b8de29;\n",
       "}\n",
       "#T_e19ea_row63_col7, #T_e19ea_row72_col12 {\n",
       "  background-color: #1f9f88;\n",
       "}\n",
       "#T_e19ea_row67_col19, #T_e19ea_row81_col19 {\n",
       "  background-color: #460a5d;\n",
       "}\n",
       "#T_e19ea_row71_col8 {\n",
       "  background-color: #e5e419;\n",
       "}\n",
       "#T_e19ea_row72_col8, #T_e19ea_row74_col9 {\n",
       "  background-color: #c5e021;\n",
       "}\n",
       "#T_e19ea_row73_col5 {\n",
       "  background-color: #fbe723;\n",
       "}\n",
       "#T_e19ea_row74_col8 {\n",
       "  background-color: #dae319;\n",
       "}\n",
       "#T_e19ea_row74_col11 {\n",
       "  background-color: #70cf57;\n",
       "}\n",
       "#T_e19ea_row75_col8 {\n",
       "  background-color: #22a884;\n",
       "}\n",
       "#T_e19ea_row78_col10 {\n",
       "  background-color: #5cc863;\n",
       "}\n",
       "#T_e19ea_row84_col0 {\n",
       "  background-color: #f8e621;\n",
       "}\n",
       "#T_e19ea_row84_col8 {\n",
       "  background-color: #dde318;\n",
       "}\n",
       "#T_e19ea_row84_col10 {\n",
       "  background-color: #75d054;\n",
       "}\n",
       "#T_e19ea_row85_col7 {\n",
       "  background-color: #dfe318;\n",
       "}\n",
       "#T_e19ea_row85_col9 {\n",
       "  background-color: #86d549;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e19ea\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank\" >&nbsp;</th>\n",
       "      <th class=\"index_name level0\" >aperture_float</th>\n",
       "      <th id=\"T_e19ea_level0_col0\" class=\"col_heading level0 col0\" >1.2</th>\n",
       "      <th id=\"T_e19ea_level0_col1\" class=\"col_heading level0 col1\" >1.4</th>\n",
       "      <th id=\"T_e19ea_level0_col2\" class=\"col_heading level0 col2\" >1.8</th>\n",
       "      <th id=\"T_e19ea_level0_col3\" class=\"col_heading level0 col3\" >2.0</th>\n",
       "      <th id=\"T_e19ea_level0_col4\" class=\"col_heading level0 col4\" >2.2</th>\n",
       "      <th id=\"T_e19ea_level0_col5\" class=\"col_heading level0 col5\" >2.8</th>\n",
       "      <th id=\"T_e19ea_level0_col6\" class=\"col_heading level0 col6\" >3.2</th>\n",
       "      <th id=\"T_e19ea_level0_col7\" class=\"col_heading level0 col7\" >4.0</th>\n",
       "      <th id=\"T_e19ea_level0_col8\" class=\"col_heading level0 col8\" >4.5</th>\n",
       "      <th id=\"T_e19ea_level0_col9\" class=\"col_heading level0 col9\" >5.0</th>\n",
       "      <th id=\"T_e19ea_level0_col10\" class=\"col_heading level0 col10\" >5.6</th>\n",
       "      <th id=\"T_e19ea_level0_col11\" class=\"col_heading level0 col11\" >6.3</th>\n",
       "      <th id=\"T_e19ea_level0_col12\" class=\"col_heading level0 col12\" >7.1</th>\n",
       "      <th id=\"T_e19ea_level0_col13\" class=\"col_heading level0 col13\" >8.0</th>\n",
       "      <th id=\"T_e19ea_level0_col14\" class=\"col_heading level0 col14\" >9.0</th>\n",
       "      <th id=\"T_e19ea_level0_col15\" class=\"col_heading level0 col15\" >10.0</th>\n",
       "      <th id=\"T_e19ea_level0_col16\" class=\"col_heading level0 col16\" >11.0</th>\n",
       "      <th id=\"T_e19ea_level0_col17\" class=\"col_heading level0 col17\" >14.0</th>\n",
       "      <th id=\"T_e19ea_level0_col18\" class=\"col_heading level0 col18\" >16.0</th>\n",
       "      <th id=\"T_e19ea_level0_col19\" class=\"col_heading level0 col19\" >22.0</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th class=\"index_name level0\" >title</th>\n",
       "      <th class=\"index_name level1\" >focal_length_int</th>\n",
       "      <th class=\"blank col0\" >&nbsp;</th>\n",
       "      <th class=\"blank col1\" >&nbsp;</th>\n",
       "      <th class=\"blank col2\" >&nbsp;</th>\n",
       "      <th class=\"blank col3\" >&nbsp;</th>\n",
       "      <th class=\"blank col4\" >&nbsp;</th>\n",
       "      <th class=\"blank col5\" >&nbsp;</th>\n",
       "      <th class=\"blank col6\" >&nbsp;</th>\n",
       "      <th class=\"blank col7\" >&nbsp;</th>\n",
       "      <th class=\"blank col8\" >&nbsp;</th>\n",
       "      <th class=\"blank col9\" >&nbsp;</th>\n",
       "      <th class=\"blank col10\" >&nbsp;</th>\n",
       "      <th class=\"blank col11\" >&nbsp;</th>\n",
       "      <th class=\"blank col12\" >&nbsp;</th>\n",
       "      <th class=\"blank col13\" >&nbsp;</th>\n",
       "      <th class=\"blank col14\" >&nbsp;</th>\n",
       "      <th class=\"blank col15\" >&nbsp;</th>\n",
       "      <th class=\"blank col16\" >&nbsp;</th>\n",
       "      <th class=\"blank col17\" >&nbsp;</th>\n",
       "      <th class=\"blank col18\" >&nbsp;</th>\n",
       "      <th class=\"blank col19\" >&nbsp;</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row0\" class=\"row_heading level0 row0\" >CanonEF200mmf2LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row0\" class=\"row_heading level1 row0\" >200</th>\n",
       "      <td id=\"T_e19ea_row0_col0\" class=\"data row0 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row0_col1\" class=\"data row0 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row0_col2\" class=\"data row0 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row0_col3\" class=\"data row0 col3\" >2586</td>\n",
       "      <td id=\"T_e19ea_row0_col4\" class=\"data row0 col4\" >4782</td>\n",
       "      <td id=\"T_e19ea_row0_col5\" class=\"data row0 col5\" >5099</td>\n",
       "      <td id=\"T_e19ea_row0_col6\" class=\"data row0 col6\" >4953</td>\n",
       "      <td id=\"T_e19ea_row0_col7\" class=\"data row0 col7\" >4807</td>\n",
       "      <td id=\"T_e19ea_row0_col8\" class=\"data row0 col8\" >4441</td>\n",
       "      <td id=\"T_e19ea_row0_col9\" class=\"data row0 col9\" >4076</td>\n",
       "      <td id=\"T_e19ea_row0_col10\" class=\"data row0 col10\" >3711</td>\n",
       "      <td id=\"T_e19ea_row0_col11\" class=\"data row0 col11\" >3218</td>\n",
       "      <td id=\"T_e19ea_row0_col12\" class=\"data row0 col12\" >2726</td>\n",
       "      <td id=\"T_e19ea_row0_col13\" class=\"data row0 col13\" >2234</td>\n",
       "      <td id=\"T_e19ea_row0_col14\" class=\"data row0 col14\" >1860</td>\n",
       "      <td id=\"T_e19ea_row0_col15\" class=\"data row0 col15\" >1486</td>\n",
       "      <td id=\"T_e19ea_row0_col16\" class=\"data row0 col16\" >1112</td>\n",
       "      <td id=\"T_e19ea_row0_col17\" class=\"data row0 col17\" >752</td>\n",
       "      <td id=\"T_e19ea_row0_col18\" class=\"data row0 col18\" >391</td>\n",
       "      <td id=\"T_e19ea_row0_col19\" class=\"data row0 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row1\" class=\"row_heading level0 row1\" rowspan=\"5\">CanonRF100-400mmF5.6-8ISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row1\" class=\"row_heading level1 row1\" >100</th>\n",
       "      <td id=\"T_e19ea_row1_col0\" class=\"data row1 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col1\" class=\"data row1 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col2\" class=\"data row1 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col3\" class=\"data row1 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col4\" class=\"data row1 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col5\" class=\"data row1 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col6\" class=\"data row1 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col7\" class=\"data row1 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col8\" class=\"data row1 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col9\" class=\"data row1 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row1_col10\" class=\"data row1 col10\" >1599</td>\n",
       "      <td id=\"T_e19ea_row1_col11\" class=\"data row1 col11\" >1606</td>\n",
       "      <td id=\"T_e19ea_row1_col12\" class=\"data row1 col12\" >1420</td>\n",
       "      <td id=\"T_e19ea_row1_col13\" class=\"data row1 col13\" >1233</td>\n",
       "      <td id=\"T_e19ea_row1_col14\" class=\"data row1 col14\" >1102</td>\n",
       "      <td id=\"T_e19ea_row1_col15\" class=\"data row1 col15\" >972</td>\n",
       "      <td id=\"T_e19ea_row1_col16\" class=\"data row1 col16\" >841</td>\n",
       "      <td id=\"T_e19ea_row1_col17\" class=\"data row1 col17\" >619</td>\n",
       "      <td id=\"T_e19ea_row1_col18\" class=\"data row1 col18\" >396</td>\n",
       "      <td id=\"T_e19ea_row1_col19\" class=\"data row1 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row2\" class=\"row_heading level1 row2\" >135</th>\n",
       "      <td id=\"T_e19ea_row2_col0\" class=\"data row2 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col1\" class=\"data row2 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col2\" class=\"data row2 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col3\" class=\"data row2 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col4\" class=\"data row2 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col5\" class=\"data row2 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col6\" class=\"data row2 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col7\" class=\"data row2 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col8\" class=\"data row2 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col9\" class=\"data row2 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col10\" class=\"data row2 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row2_col11\" class=\"data row2 col11\" >1666</td>\n",
       "      <td id=\"T_e19ea_row2_col12\" class=\"data row2 col12\" >1637</td>\n",
       "      <td id=\"T_e19ea_row2_col13\" class=\"data row2 col13\" >1614</td>\n",
       "      <td id=\"T_e19ea_row2_col14\" class=\"data row2 col14\" >1346</td>\n",
       "      <td id=\"T_e19ea_row2_col15\" class=\"data row2 col15\" >1078</td>\n",
       "      <td id=\"T_e19ea_row2_col16\" class=\"data row2 col16\" >810</td>\n",
       "      <td id=\"T_e19ea_row2_col17\" class=\"data row2 col17\" >594</td>\n",
       "      <td id=\"T_e19ea_row2_col18\" class=\"data row2 col18\" >377</td>\n",
       "      <td id=\"T_e19ea_row2_col19\" class=\"data row2 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row3\" class=\"row_heading level1 row3\" >200</th>\n",
       "      <td id=\"T_e19ea_row3_col0\" class=\"data row3 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col1\" class=\"data row3 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col2\" class=\"data row3 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col3\" class=\"data row3 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col4\" class=\"data row3 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col5\" class=\"data row3 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col6\" class=\"data row3 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col7\" class=\"data row3 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col8\" class=\"data row3 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col9\" class=\"data row3 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col10\" class=\"data row3 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col11\" class=\"data row3 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row3_col12\" class=\"data row3 col12\" >1566</td>\n",
       "      <td id=\"T_e19ea_row3_col13\" class=\"data row3 col13\" >1533</td>\n",
       "      <td id=\"T_e19ea_row3_col14\" class=\"data row3 col14\" >1314</td>\n",
       "      <td id=\"T_e19ea_row3_col15\" class=\"data row3 col15\" >1095</td>\n",
       "      <td id=\"T_e19ea_row3_col16\" class=\"data row3 col16\" >877</td>\n",
       "      <td id=\"T_e19ea_row3_col17\" class=\"data row3 col17\" >641</td>\n",
       "      <td id=\"T_e19ea_row3_col18\" class=\"data row3 col18\" >406</td>\n",
       "      <td id=\"T_e19ea_row3_col19\" class=\"data row3 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row4\" class=\"row_heading level1 row4\" >300</th>\n",
       "      <td id=\"T_e19ea_row4_col0\" class=\"data row4 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col1\" class=\"data row4 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col2\" class=\"data row4 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col3\" class=\"data row4 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col4\" class=\"data row4 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col5\" class=\"data row4 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col6\" class=\"data row4 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col7\" class=\"data row4 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col8\" class=\"data row4 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col9\" class=\"data row4 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col10\" class=\"data row4 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col11\" class=\"data row4 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col12\" class=\"data row4 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row4_col13\" class=\"data row4 col13\" >1458</td>\n",
       "      <td id=\"T_e19ea_row4_col14\" class=\"data row4 col14\" >1250</td>\n",
       "      <td id=\"T_e19ea_row4_col15\" class=\"data row4 col15\" >1021</td>\n",
       "      <td id=\"T_e19ea_row4_col16\" class=\"data row4 col16\" >793</td>\n",
       "      <td id=\"T_e19ea_row4_col17\" class=\"data row4 col17\" >582</td>\n",
       "      <td id=\"T_e19ea_row4_col18\" class=\"data row4 col18\" >371</td>\n",
       "      <td id=\"T_e19ea_row4_col19\" class=\"data row4 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row5\" class=\"row_heading level1 row5\" >400</th>\n",
       "      <td id=\"T_e19ea_row5_col0\" class=\"data row5 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col1\" class=\"data row5 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col2\" class=\"data row5 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col3\" class=\"data row5 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col4\" class=\"data row5 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col5\" class=\"data row5 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col6\" class=\"data row5 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col7\" class=\"data row5 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col8\" class=\"data row5 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col9\" class=\"data row5 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col10\" class=\"data row5 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col11\" class=\"data row5 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col12\" class=\"data row5 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row5_col13\" class=\"data row5 col13\" >486</td>\n",
       "      <td id=\"T_e19ea_row5_col14\" class=\"data row5 col14\" >636</td>\n",
       "      <td id=\"T_e19ea_row5_col15\" class=\"data row5 col15\" >525</td>\n",
       "      <td id=\"T_e19ea_row5_col16\" class=\"data row5 col16\" >415</td>\n",
       "      <td id=\"T_e19ea_row5_col17\" class=\"data row5 col17\" >339</td>\n",
       "      <td id=\"T_e19ea_row5_col18\" class=\"data row5 col18\" >263</td>\n",
       "      <td id=\"T_e19ea_row5_col19\" class=\"data row5 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row6\" class=\"row_heading level0 row6\" rowspan=\"7\">CanonRF100-500mmF4.5-7.1LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row6\" class=\"row_heading level1 row6\" >100</th>\n",
       "      <td id=\"T_e19ea_row6_col0\" class=\"data row6 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col1\" class=\"data row6 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col2\" class=\"data row6 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col3\" class=\"data row6 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col4\" class=\"data row6 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col5\" class=\"data row6 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col6\" class=\"data row6 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col7\" class=\"data row6 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row6_col8\" class=\"data row6 col8\" >2530</td>\n",
       "      <td id=\"T_e19ea_row6_col9\" class=\"data row6 col9\" >2837</td>\n",
       "      <td id=\"T_e19ea_row6_col10\" class=\"data row6 col10\" >2444</td>\n",
       "      <td id=\"T_e19ea_row6_col11\" class=\"data row6 col11\" >2336</td>\n",
       "      <td id=\"T_e19ea_row6_col12\" class=\"data row6 col12\" >2227</td>\n",
       "      <td id=\"T_e19ea_row6_col13\" class=\"data row6 col13\" >2119</td>\n",
       "      <td id=\"T_e19ea_row6_col14\" class=\"data row6 col14\" >1809</td>\n",
       "      <td id=\"T_e19ea_row6_col15\" class=\"data row6 col15\" >1500</td>\n",
       "      <td id=\"T_e19ea_row6_col16\" class=\"data row6 col16\" >1190</td>\n",
       "      <td id=\"T_e19ea_row6_col17\" class=\"data row6 col17\" >825</td>\n",
       "      <td id=\"T_e19ea_row6_col18\" class=\"data row6 col18\" >459</td>\n",
       "      <td id=\"T_e19ea_row6_col19\" class=\"data row6 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row7\" class=\"row_heading level1 row7\" >200</th>\n",
       "      <td id=\"T_e19ea_row7_col0\" class=\"data row7 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col1\" class=\"data row7 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col2\" class=\"data row7 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col3\" class=\"data row7 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col4\" class=\"data row7 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col5\" class=\"data row7 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col6\" class=\"data row7 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col7\" class=\"data row7 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col8\" class=\"data row7 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row7_col9\" class=\"data row7 col9\" >2908</td>\n",
       "      <td id=\"T_e19ea_row7_col10\" class=\"data row7 col10\" >2803</td>\n",
       "      <td id=\"T_e19ea_row7_col11\" class=\"data row7 col11\" >2589</td>\n",
       "      <td id=\"T_e19ea_row7_col12\" class=\"data row7 col12\" >2374</td>\n",
       "      <td id=\"T_e19ea_row7_col13\" class=\"data row7 col13\" >2160</td>\n",
       "      <td id=\"T_e19ea_row7_col14\" class=\"data row7 col14\" >1826</td>\n",
       "      <td id=\"T_e19ea_row7_col15\" class=\"data row7 col15\" >1492</td>\n",
       "      <td id=\"T_e19ea_row7_col16\" class=\"data row7 col16\" >1158</td>\n",
       "      <td id=\"T_e19ea_row7_col17\" class=\"data row7 col17\" >796</td>\n",
       "      <td id=\"T_e19ea_row7_col18\" class=\"data row7 col18\" >434</td>\n",
       "      <td id=\"T_e19ea_row7_col19\" class=\"data row7 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row8\" class=\"row_heading level1 row8\" >300</th>\n",
       "      <td id=\"T_e19ea_row8_col0\" class=\"data row8 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col1\" class=\"data row8 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col2\" class=\"data row8 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col3\" class=\"data row8 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col4\" class=\"data row8 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col5\" class=\"data row8 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col6\" class=\"data row8 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col7\" class=\"data row8 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col8\" class=\"data row8 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col9\" class=\"data row8 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row8_col10\" class=\"data row8 col10\" >2350</td>\n",
       "      <td id=\"T_e19ea_row8_col11\" class=\"data row8 col11\" >2735</td>\n",
       "      <td id=\"T_e19ea_row8_col12\" class=\"data row8 col12\" >2361</td>\n",
       "      <td id=\"T_e19ea_row8_col13\" class=\"data row8 col13\" >1987</td>\n",
       "      <td id=\"T_e19ea_row8_col14\" class=\"data row8 col14\" >1711</td>\n",
       "      <td id=\"T_e19ea_row8_col15\" class=\"data row8 col15\" >1436</td>\n",
       "      <td id=\"T_e19ea_row8_col16\" class=\"data row8 col16\" >1160</td>\n",
       "      <td id=\"T_e19ea_row8_col17\" class=\"data row8 col17\" >803</td>\n",
       "      <td id=\"T_e19ea_row8_col18\" class=\"data row8 col18\" >446</td>\n",
       "      <td id=\"T_e19ea_row8_col19\" class=\"data row8 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row9\" class=\"row_heading level1 row9\" >400</th>\n",
       "      <td id=\"T_e19ea_row9_col0\" class=\"data row9 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col1\" class=\"data row9 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col2\" class=\"data row9 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col3\" class=\"data row9 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col4\" class=\"data row9 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col5\" class=\"data row9 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col6\" class=\"data row9 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col7\" class=\"data row9 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col8\" class=\"data row9 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col9\" class=\"data row9 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col10\" class=\"data row9 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row9_col11\" class=\"data row9 col11\" >1856</td>\n",
       "      <td id=\"T_e19ea_row9_col12\" class=\"data row9 col12\" >1973</td>\n",
       "      <td id=\"T_e19ea_row9_col13\" class=\"data row9 col13\" >2213</td>\n",
       "      <td id=\"T_e19ea_row9_col14\" class=\"data row9 col14\" >1812</td>\n",
       "      <td id=\"T_e19ea_row9_col15\" class=\"data row9 col15\" >1412</td>\n",
       "      <td id=\"T_e19ea_row9_col16\" class=\"data row9 col16\" >1011</td>\n",
       "      <td id=\"T_e19ea_row9_col17\" class=\"data row9 col17\" >722</td>\n",
       "      <td id=\"T_e19ea_row9_col18\" class=\"data row9 col18\" >432</td>\n",
       "      <td id=\"T_e19ea_row9_col19\" class=\"data row9 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row10\" class=\"row_heading level1 row10\" >500</th>\n",
       "      <td id=\"T_e19ea_row10_col0\" class=\"data row10 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col1\" class=\"data row10 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col2\" class=\"data row10 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col3\" class=\"data row10 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col4\" class=\"data row10 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col5\" class=\"data row10 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col6\" class=\"data row10 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col7\" class=\"data row10 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col8\" class=\"data row10 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col9\" class=\"data row10 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col10\" class=\"data row10 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col11\" class=\"data row10 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row10_col12\" class=\"data row10 col12\" >1868</td>\n",
       "      <td id=\"T_e19ea_row10_col13\" class=\"data row10 col13\" >1741</td>\n",
       "      <td id=\"T_e19ea_row10_col14\" class=\"data row10 col14\" >1543</td>\n",
       "      <td id=\"T_e19ea_row10_col15\" class=\"data row10 col15\" >1345</td>\n",
       "      <td id=\"T_e19ea_row10_col16\" class=\"data row10 col16\" >1148</td>\n",
       "      <td id=\"T_e19ea_row10_col17\" class=\"data row10 col17\" >799</td>\n",
       "      <td id=\"T_e19ea_row10_col18\" class=\"data row10 col18\" >451</td>\n",
       "      <td id=\"T_e19ea_row10_col19\" class=\"data row10 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row11\" class=\"row_heading level1 row11\" >700</th>\n",
       "      <td id=\"T_e19ea_row11_col0\" class=\"data row11 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col1\" class=\"data row11 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col2\" class=\"data row11 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col3\" class=\"data row11 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col4\" class=\"data row11 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col5\" class=\"data row11 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col6\" class=\"data row11 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col7\" class=\"data row11 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col8\" class=\"data row11 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col9\" class=\"data row11 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col10\" class=\"data row11 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col11\" class=\"data row11 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col12\" class=\"data row11 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col13\" class=\"data row11 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col14\" class=\"data row11 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row11_col15\" class=\"data row11 col15\" >732</td>\n",
       "      <td id=\"T_e19ea_row11_col16\" class=\"data row11 col16\" >996</td>\n",
       "      <td id=\"T_e19ea_row11_col17\" class=\"data row11 col17\" >619</td>\n",
       "      <td id=\"T_e19ea_row11_col18\" class=\"data row11 col18\" >243</td>\n",
       "      <td id=\"T_e19ea_row11_col19\" class=\"data row11 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row12\" class=\"row_heading level1 row12\" >1000</th>\n",
       "      <td id=\"T_e19ea_row12_col0\" class=\"data row12 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col1\" class=\"data row12 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col2\" class=\"data row12 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col3\" class=\"data row12 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col4\" class=\"data row12 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col5\" class=\"data row12 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col6\" class=\"data row12 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col7\" class=\"data row12 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col8\" class=\"data row12 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col9\" class=\"data row12 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col10\" class=\"data row12 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col11\" class=\"data row12 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col12\" class=\"data row12 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col13\" class=\"data row12 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col14\" class=\"data row12 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col15\" class=\"data row12 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col16\" class=\"data row12 col16\" >-</td>\n",
       "      <td id=\"T_e19ea_row12_col17\" class=\"data row12 col17\" >332</td>\n",
       "      <td id=\"T_e19ea_row12_col18\" class=\"data row12 col18\" >308</td>\n",
       "      <td id=\"T_e19ea_row12_col19\" class=\"data row12 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row13\" class=\"row_heading level0 row13\" >CanonRF100mmF2.8LMacroISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row13\" class=\"row_heading level1 row13\" >100</th>\n",
       "      <td id=\"T_e19ea_row13_col0\" class=\"data row13 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row13_col1\" class=\"data row13 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row13_col2\" class=\"data row13 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row13_col3\" class=\"data row13 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row13_col4\" class=\"data row13 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row13_col5\" class=\"data row13 col5\" >1664</td>\n",
       "      <td id=\"T_e19ea_row13_col6\" class=\"data row13 col6\" >2148</td>\n",
       "      <td id=\"T_e19ea_row13_col7\" class=\"data row13 col7\" >1627</td>\n",
       "      <td id=\"T_e19ea_row13_col8\" class=\"data row13 col8\" >1581</td>\n",
       "      <td id=\"T_e19ea_row13_col9\" class=\"data row13 col9\" >1535</td>\n",
       "      <td id=\"T_e19ea_row13_col10\" class=\"data row13 col10\" >1488</td>\n",
       "      <td id=\"T_e19ea_row13_col11\" class=\"data row13 col11\" >1369</td>\n",
       "      <td id=\"T_e19ea_row13_col12\" class=\"data row13 col12\" >1249</td>\n",
       "      <td id=\"T_e19ea_row13_col13\" class=\"data row13 col13\" >1129</td>\n",
       "      <td id=\"T_e19ea_row13_col14\" class=\"data row13 col14\" >1023</td>\n",
       "      <td id=\"T_e19ea_row13_col15\" class=\"data row13 col15\" >918</td>\n",
       "      <td id=\"T_e19ea_row13_col16\" class=\"data row13 col16\" >812</td>\n",
       "      <td id=\"T_e19ea_row13_col17\" class=\"data row13 col17\" >615</td>\n",
       "      <td id=\"T_e19ea_row13_col18\" class=\"data row13 col18\" >418</td>\n",
       "      <td id=\"T_e19ea_row13_col19\" class=\"data row13 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row14\" class=\"row_heading level0 row14\" >CanonRF1200mmF8LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row14\" class=\"row_heading level1 row14\" >1200</th>\n",
       "      <td id=\"T_e19ea_row14_col0\" class=\"data row14 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col1\" class=\"data row14 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col2\" class=\"data row14 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col3\" class=\"data row14 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col4\" class=\"data row14 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col5\" class=\"data row14 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col6\" class=\"data row14 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col7\" class=\"data row14 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col8\" class=\"data row14 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col9\" class=\"data row14 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col10\" class=\"data row14 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col11\" class=\"data row14 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col12\" class=\"data row14 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row14_col13\" class=\"data row14 col13\" >942</td>\n",
       "      <td id=\"T_e19ea_row14_col14\" class=\"data row14 col14\" >1023</td>\n",
       "      <td id=\"T_e19ea_row14_col15\" class=\"data row14 col15\" >890</td>\n",
       "      <td id=\"T_e19ea_row14_col16\" class=\"data row14 col16\" >757</td>\n",
       "      <td id=\"T_e19ea_row14_col17\" class=\"data row14 col17\" >515</td>\n",
       "      <td id=\"T_e19ea_row14_col18\" class=\"data row14 col18\" >274</td>\n",
       "      <td id=\"T_e19ea_row14_col19\" class=\"data row14 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row15\" class=\"row_heading level0 row15\" rowspan=\"6\">CanonRF14-35mmF4LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row15\" class=\"row_heading level1 row15\" >14</th>\n",
       "      <td id=\"T_e19ea_row15_col0\" class=\"data row15 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col1\" class=\"data row15 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col2\" class=\"data row15 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col3\" class=\"data row15 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col4\" class=\"data row15 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col5\" class=\"data row15 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col6\" class=\"data row15 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row15_col7\" class=\"data row15 col7\" >3447</td>\n",
       "      <td id=\"T_e19ea_row15_col8\" class=\"data row15 col8\" >3326</td>\n",
       "      <td id=\"T_e19ea_row15_col9\" class=\"data row15 col9\" >3041</td>\n",
       "      <td id=\"T_e19ea_row15_col10\" class=\"data row15 col10\" >2756</td>\n",
       "      <td id=\"T_e19ea_row15_col11\" class=\"data row15 col11\" >2416</td>\n",
       "      <td id=\"T_e19ea_row15_col12\" class=\"data row15 col12\" >2076</td>\n",
       "      <td id=\"T_e19ea_row15_col13\" class=\"data row15 col13\" >1736</td>\n",
       "      <td id=\"T_e19ea_row15_col14\" class=\"data row15 col14\" >1450</td>\n",
       "      <td id=\"T_e19ea_row15_col15\" class=\"data row15 col15\" >1165</td>\n",
       "      <td id=\"T_e19ea_row15_col16\" class=\"data row15 col16\" >879</td>\n",
       "      <td id=\"T_e19ea_row15_col17\" class=\"data row15 col17\" >626</td>\n",
       "      <td id=\"T_e19ea_row15_col18\" class=\"data row15 col18\" >372</td>\n",
       "      <td id=\"T_e19ea_row15_col19\" class=\"data row15 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row16\" class=\"row_heading level1 row16\" >16</th>\n",
       "      <td id=\"T_e19ea_row16_col0\" class=\"data row16 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col1\" class=\"data row16 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col2\" class=\"data row16 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col3\" class=\"data row16 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col4\" class=\"data row16 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col5\" class=\"data row16 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col6\" class=\"data row16 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row16_col7\" class=\"data row16 col7\" >3449</td>\n",
       "      <td id=\"T_e19ea_row16_col8\" class=\"data row16 col8\" >3446</td>\n",
       "      <td id=\"T_e19ea_row16_col9\" class=\"data row16 col9\" >3048</td>\n",
       "      <td id=\"T_e19ea_row16_col10\" class=\"data row16 col10\" >2651</td>\n",
       "      <td id=\"T_e19ea_row16_col11\" class=\"data row16 col11\" >2348</td>\n",
       "      <td id=\"T_e19ea_row16_col12\" class=\"data row16 col12\" >2044</td>\n",
       "      <td id=\"T_e19ea_row16_col13\" class=\"data row16 col13\" >1741</td>\n",
       "      <td id=\"T_e19ea_row16_col14\" class=\"data row16 col14\" >1469</td>\n",
       "      <td id=\"T_e19ea_row16_col15\" class=\"data row16 col15\" >1196</td>\n",
       "      <td id=\"T_e19ea_row16_col16\" class=\"data row16 col16\" >924</td>\n",
       "      <td id=\"T_e19ea_row16_col17\" class=\"data row16 col17\" >652</td>\n",
       "      <td id=\"T_e19ea_row16_col18\" class=\"data row16 col18\" >380</td>\n",
       "      <td id=\"T_e19ea_row16_col19\" class=\"data row16 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row17\" class=\"row_heading level1 row17\" >20</th>\n",
       "      <td id=\"T_e19ea_row17_col0\" class=\"data row17 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col1\" class=\"data row17 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col2\" class=\"data row17 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col3\" class=\"data row17 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col4\" class=\"data row17 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col5\" class=\"data row17 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col6\" class=\"data row17 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row17_col7\" class=\"data row17 col7\" >2792</td>\n",
       "      <td id=\"T_e19ea_row17_col8\" class=\"data row17 col8\" >2646</td>\n",
       "      <td id=\"T_e19ea_row17_col9\" class=\"data row17 col9\" >2557</td>\n",
       "      <td id=\"T_e19ea_row17_col10\" class=\"data row17 col10\" >2467</td>\n",
       "      <td id=\"T_e19ea_row17_col11\" class=\"data row17 col11\" >2208</td>\n",
       "      <td id=\"T_e19ea_row17_col12\" class=\"data row17 col12\" >1949</td>\n",
       "      <td id=\"T_e19ea_row17_col13\" class=\"data row17 col13\" >1690</td>\n",
       "      <td id=\"T_e19ea_row17_col14\" class=\"data row17 col14\" >1429</td>\n",
       "      <td id=\"T_e19ea_row17_col15\" class=\"data row17 col15\" >1169</td>\n",
       "      <td id=\"T_e19ea_row17_col16\" class=\"data row17 col16\" >909</td>\n",
       "      <td id=\"T_e19ea_row17_col17\" class=\"data row17 col17\" >651</td>\n",
       "      <td id=\"T_e19ea_row17_col18\" class=\"data row17 col18\" >393</td>\n",
       "      <td id=\"T_e19ea_row17_col19\" class=\"data row17 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row18\" class=\"row_heading level1 row18\" >24</th>\n",
       "      <td id=\"T_e19ea_row18_col0\" class=\"data row18 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col1\" class=\"data row18 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col2\" class=\"data row18 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col3\" class=\"data row18 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col4\" class=\"data row18 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col5\" class=\"data row18 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col6\" class=\"data row18 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row18_col7\" class=\"data row18 col7\" >2100</td>\n",
       "      <td id=\"T_e19ea_row18_col8\" class=\"data row18 col8\" >2115</td>\n",
       "      <td id=\"T_e19ea_row18_col9\" class=\"data row18 col9\" >1962</td>\n",
       "      <td id=\"T_e19ea_row18_col10\" class=\"data row18 col10\" >1809</td>\n",
       "      <td id=\"T_e19ea_row18_col11\" class=\"data row18 col11\" >1705</td>\n",
       "      <td id=\"T_e19ea_row18_col12\" class=\"data row18 col12\" >1600</td>\n",
       "      <td id=\"T_e19ea_row18_col13\" class=\"data row18 col13\" >1495</td>\n",
       "      <td id=\"T_e19ea_row18_col14\" class=\"data row18 col14\" >1296</td>\n",
       "      <td id=\"T_e19ea_row18_col15\" class=\"data row18 col15\" >1097</td>\n",
       "      <td id=\"T_e19ea_row18_col16\" class=\"data row18 col16\" >898</td>\n",
       "      <td id=\"T_e19ea_row18_col17\" class=\"data row18 col17\" >648</td>\n",
       "      <td id=\"T_e19ea_row18_col18\" class=\"data row18 col18\" >398</td>\n",
       "      <td id=\"T_e19ea_row18_col19\" class=\"data row18 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row19\" class=\"row_heading level1 row19\" >28</th>\n",
       "      <td id=\"T_e19ea_row19_col0\" class=\"data row19 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col1\" class=\"data row19 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col2\" class=\"data row19 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col3\" class=\"data row19 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col4\" class=\"data row19 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col5\" class=\"data row19 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col6\" class=\"data row19 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row19_col7\" class=\"data row19 col7\" >1711</td>\n",
       "      <td id=\"T_e19ea_row19_col8\" class=\"data row19 col8\" >1923</td>\n",
       "      <td id=\"T_e19ea_row19_col9\" class=\"data row19 col9\" >1856</td>\n",
       "      <td id=\"T_e19ea_row19_col10\" class=\"data row19 col10\" >1788</td>\n",
       "      <td id=\"T_e19ea_row19_col11\" class=\"data row19 col11\" >1726</td>\n",
       "      <td id=\"T_e19ea_row19_col12\" class=\"data row19 col12\" >1664</td>\n",
       "      <td id=\"T_e19ea_row19_col13\" class=\"data row19 col13\" >1602</td>\n",
       "      <td id=\"T_e19ea_row19_col14\" class=\"data row19 col14\" >1382</td>\n",
       "      <td id=\"T_e19ea_row19_col15\" class=\"data row19 col15\" >1162</td>\n",
       "      <td id=\"T_e19ea_row19_col16\" class=\"data row19 col16\" >942</td>\n",
       "      <td id=\"T_e19ea_row19_col17\" class=\"data row19 col17\" >675</td>\n",
       "      <td id=\"T_e19ea_row19_col18\" class=\"data row19 col18\" >409</td>\n",
       "      <td id=\"T_e19ea_row19_col19\" class=\"data row19 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row20\" class=\"row_heading level1 row20\" >35</th>\n",
       "      <td id=\"T_e19ea_row20_col0\" class=\"data row20 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col1\" class=\"data row20 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col2\" class=\"data row20 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col3\" class=\"data row20 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col4\" class=\"data row20 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col5\" class=\"data row20 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col6\" class=\"data row20 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row20_col7\" class=\"data row20 col7\" >620</td>\n",
       "      <td id=\"T_e19ea_row20_col8\" class=\"data row20 col8\" >969</td>\n",
       "      <td id=\"T_e19ea_row20_col9\" class=\"data row20 col9\" >1228</td>\n",
       "      <td id=\"T_e19ea_row20_col10\" class=\"data row20 col10\" >1487</td>\n",
       "      <td id=\"T_e19ea_row20_col11\" class=\"data row20 col11\" >1460</td>\n",
       "      <td id=\"T_e19ea_row20_col12\" class=\"data row20 col12\" >1432</td>\n",
       "      <td id=\"T_e19ea_row20_col13\" class=\"data row20 col13\" >1405</td>\n",
       "      <td id=\"T_e19ea_row20_col14\" class=\"data row20 col14\" >1246</td>\n",
       "      <td id=\"T_e19ea_row20_col15\" class=\"data row20 col15\" >1086</td>\n",
       "      <td id=\"T_e19ea_row20_col16\" class=\"data row20 col16\" >927</td>\n",
       "      <td id=\"T_e19ea_row20_col17\" class=\"data row20 col17\" >671</td>\n",
       "      <td id=\"T_e19ea_row20_col18\" class=\"data row20 col18\" >414</td>\n",
       "      <td id=\"T_e19ea_row20_col19\" class=\"data row20 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row21\" class=\"row_heading level0 row21\" rowspan=\"4\">CanonRF15-30mmF4.5-6.3ISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row21\" class=\"row_heading level1 row21\" >15</th>\n",
       "      <td id=\"T_e19ea_row21_col0\" class=\"data row21 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col1\" class=\"data row21 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col2\" class=\"data row21 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col3\" class=\"data row21 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col4\" class=\"data row21 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col5\" class=\"data row21 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col6\" class=\"data row21 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col7\" class=\"data row21 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row21_col8\" class=\"data row21 col8\" >1310</td>\n",
       "      <td id=\"T_e19ea_row21_col9\" class=\"data row21 col9\" >1437</td>\n",
       "      <td id=\"T_e19ea_row21_col10\" class=\"data row21 col10\" >1343</td>\n",
       "      <td id=\"T_e19ea_row21_col11\" class=\"data row21 col11\" >1248</td>\n",
       "      <td id=\"T_e19ea_row21_col12\" class=\"data row21 col12\" >1152</td>\n",
       "      <td id=\"T_e19ea_row21_col13\" class=\"data row21 col13\" >1057</td>\n",
       "      <td id=\"T_e19ea_row21_col14\" class=\"data row21 col14\" >957</td>\n",
       "      <td id=\"T_e19ea_row21_col15\" class=\"data row21 col15\" >857</td>\n",
       "      <td id=\"T_e19ea_row21_col16\" class=\"data row21 col16\" >757</td>\n",
       "      <td id=\"T_e19ea_row21_col17\" class=\"data row21 col17\" >553</td>\n",
       "      <td id=\"T_e19ea_row21_col18\" class=\"data row21 col18\" >350</td>\n",
       "      <td id=\"T_e19ea_row21_col19\" class=\"data row21 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row22\" class=\"row_heading level1 row22\" >20</th>\n",
       "      <td id=\"T_e19ea_row22_col0\" class=\"data row22 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col1\" class=\"data row22 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col2\" class=\"data row22 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col3\" class=\"data row22 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col4\" class=\"data row22 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col5\" class=\"data row22 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col6\" class=\"data row22 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col7\" class=\"data row22 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col8\" class=\"data row22 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row22_col9\" class=\"data row22 col9\" >1130</td>\n",
       "      <td id=\"T_e19ea_row22_col10\" class=\"data row22 col10\" >1321</td>\n",
       "      <td id=\"T_e19ea_row22_col11\" class=\"data row22 col11\" >1199</td>\n",
       "      <td id=\"T_e19ea_row22_col12\" class=\"data row22 col12\" >1077</td>\n",
       "      <td id=\"T_e19ea_row22_col13\" class=\"data row22 col13\" >955</td>\n",
       "      <td id=\"T_e19ea_row22_col14\" class=\"data row22 col14\" >852</td>\n",
       "      <td id=\"T_e19ea_row22_col15\" class=\"data row22 col15\" >749</td>\n",
       "      <td id=\"T_e19ea_row22_col16\" class=\"data row22 col16\" >646</td>\n",
       "      <td id=\"T_e19ea_row22_col17\" class=\"data row22 col17\" >478</td>\n",
       "      <td id=\"T_e19ea_row22_col18\" class=\"data row22 col18\" >310</td>\n",
       "      <td id=\"T_e19ea_row22_col19\" class=\"data row22 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row23\" class=\"row_heading level1 row23\" >24</th>\n",
       "      <td id=\"T_e19ea_row23_col0\" class=\"data row23 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col1\" class=\"data row23 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col2\" class=\"data row23 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col3\" class=\"data row23 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col4\" class=\"data row23 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col5\" class=\"data row23 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col6\" class=\"data row23 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col7\" class=\"data row23 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col8\" class=\"data row23 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col9\" class=\"data row23 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row23_col10\" class=\"data row23 col10\" >869</td>\n",
       "      <td id=\"T_e19ea_row23_col11\" class=\"data row23 col11\" >1042</td>\n",
       "      <td id=\"T_e19ea_row23_col12\" class=\"data row23 col12\" >933</td>\n",
       "      <td id=\"T_e19ea_row23_col13\" class=\"data row23 col13\" >823</td>\n",
       "      <td id=\"T_e19ea_row23_col14\" class=\"data row23 col14\" >721</td>\n",
       "      <td id=\"T_e19ea_row23_col15\" class=\"data row23 col15\" >620</td>\n",
       "      <td id=\"T_e19ea_row23_col16\" class=\"data row23 col16\" >518</td>\n",
       "      <td id=\"T_e19ea_row23_col17\" class=\"data row23 col17\" >411</td>\n",
       "      <td id=\"T_e19ea_row23_col18\" class=\"data row23 col18\" >304</td>\n",
       "      <td id=\"T_e19ea_row23_col19\" class=\"data row23 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row24\" class=\"row_heading level1 row24\" >30</th>\n",
       "      <td id=\"T_e19ea_row24_col0\" class=\"data row24 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col1\" class=\"data row24 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col2\" class=\"data row24 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col3\" class=\"data row24 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col4\" class=\"data row24 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col5\" class=\"data row24 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col6\" class=\"data row24 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col7\" class=\"data row24 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col8\" class=\"data row24 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col9\" class=\"data row24 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col10\" class=\"data row24 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row24_col11\" class=\"data row24 col11\" >716</td>\n",
       "      <td id=\"T_e19ea_row24_col12\" class=\"data row24 col12\" >870</td>\n",
       "      <td id=\"T_e19ea_row24_col13\" class=\"data row24 col13\" >1024</td>\n",
       "      <td id=\"T_e19ea_row24_col14\" class=\"data row24 col14\" >1010</td>\n",
       "      <td id=\"T_e19ea_row24_col15\" class=\"data row24 col15\" >997</td>\n",
       "      <td id=\"T_e19ea_row24_col16\" class=\"data row24 col16\" >983</td>\n",
       "      <td id=\"T_e19ea_row24_col17\" class=\"data row24 col17\" >753</td>\n",
       "      <td id=\"T_e19ea_row24_col18\" class=\"data row24 col18\" >523</td>\n",
       "      <td id=\"T_e19ea_row24_col19\" class=\"data row24 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row25\" class=\"row_heading level0 row25\" rowspan=\"5\">CanonRF15-35mmF2.8LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row25\" class=\"row_heading level1 row25\" >15</th>\n",
       "      <td id=\"T_e19ea_row25_col0\" class=\"data row25 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row25_col1\" class=\"data row25 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row25_col2\" class=\"data row25 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row25_col3\" class=\"data row25 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row25_col4\" class=\"data row25 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row25_col5\" class=\"data row25 col5\" >2281</td>\n",
       "      <td id=\"T_e19ea_row25_col6\" class=\"data row25 col6\" >2832</td>\n",
       "      <td id=\"T_e19ea_row25_col7\" class=\"data row25 col7\" >3536</td>\n",
       "      <td id=\"T_e19ea_row25_col8\" class=\"data row25 col8\" >3432</td>\n",
       "      <td id=\"T_e19ea_row25_col9\" class=\"data row25 col9\" >3328</td>\n",
       "      <td id=\"T_e19ea_row25_col10\" class=\"data row25 col10\" >3224</td>\n",
       "      <td id=\"T_e19ea_row25_col11\" class=\"data row25 col11\" >2855</td>\n",
       "      <td id=\"T_e19ea_row25_col12\" class=\"data row25 col12\" >2486</td>\n",
       "      <td id=\"T_e19ea_row25_col13\" class=\"data row25 col13\" >2117</td>\n",
       "      <td id=\"T_e19ea_row25_col14\" class=\"data row25 col14\" >1783</td>\n",
       "      <td id=\"T_e19ea_row25_col15\" class=\"data row25 col15\" >1448</td>\n",
       "      <td id=\"T_e19ea_row25_col16\" class=\"data row25 col16\" >1114</td>\n",
       "      <td id=\"T_e19ea_row25_col17\" class=\"data row25 col17\" >813</td>\n",
       "      <td id=\"T_e19ea_row25_col18\" class=\"data row25 col18\" >511</td>\n",
       "      <td id=\"T_e19ea_row25_col19\" class=\"data row25 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row26\" class=\"row_heading level1 row26\" >20</th>\n",
       "      <td id=\"T_e19ea_row26_col0\" class=\"data row26 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row26_col1\" class=\"data row26 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row26_col2\" class=\"data row26 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row26_col3\" class=\"data row26 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row26_col4\" class=\"data row26 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row26_col5\" class=\"data row26 col5\" >1939</td>\n",
       "      <td id=\"T_e19ea_row26_col6\" class=\"data row26 col6\" >1900</td>\n",
       "      <td id=\"T_e19ea_row26_col7\" class=\"data row26 col7\" >2080</td>\n",
       "      <td id=\"T_e19ea_row26_col8\" class=\"data row26 col8\" >1951</td>\n",
       "      <td id=\"T_e19ea_row26_col9\" class=\"data row26 col9\" >1821</td>\n",
       "      <td id=\"T_e19ea_row26_col10\" class=\"data row26 col10\" >1692</td>\n",
       "      <td id=\"T_e19ea_row26_col11\" class=\"data row26 col11\" >1603</td>\n",
       "      <td id=\"T_e19ea_row26_col12\" class=\"data row26 col12\" >1513</td>\n",
       "      <td id=\"T_e19ea_row26_col13\" class=\"data row26 col13\" >1424</td>\n",
       "      <td id=\"T_e19ea_row26_col14\" class=\"data row26 col14\" >1247</td>\n",
       "      <td id=\"T_e19ea_row26_col15\" class=\"data row26 col15\" >1070</td>\n",
       "      <td id=\"T_e19ea_row26_col16\" class=\"data row26 col16\" >893</td>\n",
       "      <td id=\"T_e19ea_row26_col17\" class=\"data row26 col17\" >664</td>\n",
       "      <td id=\"T_e19ea_row26_col18\" class=\"data row26 col18\" >435</td>\n",
       "      <td id=\"T_e19ea_row26_col19\" class=\"data row26 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row27\" class=\"row_heading level1 row27\" >24</th>\n",
       "      <td id=\"T_e19ea_row27_col0\" class=\"data row27 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row27_col1\" class=\"data row27 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row27_col2\" class=\"data row27 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row27_col3\" class=\"data row27 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row27_col4\" class=\"data row27 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row27_col5\" class=\"data row27 col5\" >1088</td>\n",
       "      <td id=\"T_e19ea_row27_col6\" class=\"data row27 col6\" >2106</td>\n",
       "      <td id=\"T_e19ea_row27_col7\" class=\"data row27 col7\" >2062</td>\n",
       "      <td id=\"T_e19ea_row27_col8\" class=\"data row27 col8\" >1859</td>\n",
       "      <td id=\"T_e19ea_row27_col9\" class=\"data row27 col9\" >1655</td>\n",
       "      <td id=\"T_e19ea_row27_col10\" class=\"data row27 col10\" >1452</td>\n",
       "      <td id=\"T_e19ea_row27_col11\" class=\"data row27 col11\" >1392</td>\n",
       "      <td id=\"T_e19ea_row27_col12\" class=\"data row27 col12\" >1333</td>\n",
       "      <td id=\"T_e19ea_row27_col13\" class=\"data row27 col13\" >1274</td>\n",
       "      <td id=\"T_e19ea_row27_col14\" class=\"data row27 col14\" >1096</td>\n",
       "      <td id=\"T_e19ea_row27_col15\" class=\"data row27 col15\" >919</td>\n",
       "      <td id=\"T_e19ea_row27_col16\" class=\"data row27 col16\" >742</td>\n",
       "      <td id=\"T_e19ea_row27_col17\" class=\"data row27 col17\" >562</td>\n",
       "      <td id=\"T_e19ea_row27_col18\" class=\"data row27 col18\" >382</td>\n",
       "      <td id=\"T_e19ea_row27_col19\" class=\"data row27 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row28\" class=\"row_heading level1 row28\" >28</th>\n",
       "      <td id=\"T_e19ea_row28_col0\" class=\"data row28 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row28_col1\" class=\"data row28 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row28_col2\" class=\"data row28 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row28_col3\" class=\"data row28 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row28_col4\" class=\"data row28 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row28_col5\" class=\"data row28 col5\" >1579</td>\n",
       "      <td id=\"T_e19ea_row28_col6\" class=\"data row28 col6\" >2366</td>\n",
       "      <td id=\"T_e19ea_row28_col7\" class=\"data row28 col7\" >2932</td>\n",
       "      <td id=\"T_e19ea_row28_col8\" class=\"data row28 col8\" >2721</td>\n",
       "      <td id=\"T_e19ea_row28_col9\" class=\"data row28 col9\" >2511</td>\n",
       "      <td id=\"T_e19ea_row28_col10\" class=\"data row28 col10\" >2300</td>\n",
       "      <td id=\"T_e19ea_row28_col11\" class=\"data row28 col11\" >2104</td>\n",
       "      <td id=\"T_e19ea_row28_col12\" class=\"data row28 col12\" >1908</td>\n",
       "      <td id=\"T_e19ea_row28_col13\" class=\"data row28 col13\" >1712</td>\n",
       "      <td id=\"T_e19ea_row28_col14\" class=\"data row28 col14\" >1455</td>\n",
       "      <td id=\"T_e19ea_row28_col15\" class=\"data row28 col15\" >1198</td>\n",
       "      <td id=\"T_e19ea_row28_col16\" class=\"data row28 col16\" >941</td>\n",
       "      <td id=\"T_e19ea_row28_col17\" class=\"data row28 col17\" >674</td>\n",
       "      <td id=\"T_e19ea_row28_col18\" class=\"data row28 col18\" >407</td>\n",
       "      <td id=\"T_e19ea_row28_col19\" class=\"data row28 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row29\" class=\"row_heading level1 row29\" >35</th>\n",
       "      <td id=\"T_e19ea_row29_col0\" class=\"data row29 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row29_col1\" class=\"data row29 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row29_col2\" class=\"data row29 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row29_col3\" class=\"data row29 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row29_col4\" class=\"data row29 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row29_col5\" class=\"data row29 col5\" >1979</td>\n",
       "      <td id=\"T_e19ea_row29_col6\" class=\"data row29 col6\" >2375</td>\n",
       "      <td id=\"T_e19ea_row29_col7\" class=\"data row29 col7\" >2706</td>\n",
       "      <td id=\"T_e19ea_row29_col8\" class=\"data row29 col8\" >2590</td>\n",
       "      <td id=\"T_e19ea_row29_col9\" class=\"data row29 col9\" >2474</td>\n",
       "      <td id=\"T_e19ea_row29_col10\" class=\"data row29 col10\" >2358</td>\n",
       "      <td id=\"T_e19ea_row29_col11\" class=\"data row29 col11\" >2147</td>\n",
       "      <td id=\"T_e19ea_row29_col12\" class=\"data row29 col12\" >1937</td>\n",
       "      <td id=\"T_e19ea_row29_col13\" class=\"data row29 col13\" >1727</td>\n",
       "      <td id=\"T_e19ea_row29_col14\" class=\"data row29 col14\" >1465</td>\n",
       "      <td id=\"T_e19ea_row29_col15\" class=\"data row29 col15\" >1204</td>\n",
       "      <td id=\"T_e19ea_row29_col16\" class=\"data row29 col16\" >943</td>\n",
       "      <td id=\"T_e19ea_row29_col17\" class=\"data row29 col17\" >682</td>\n",
       "      <td id=\"T_e19ea_row29_col18\" class=\"data row29 col18\" >420</td>\n",
       "      <td id=\"T_e19ea_row29_col19\" class=\"data row29 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row30\" class=\"row_heading level0 row30\" >CanonRF16mmF2.8STM</th>\n",
       "      <th id=\"T_e19ea_level1_row30\" class=\"row_heading level1 row30\" >16</th>\n",
       "      <td id=\"T_e19ea_row30_col0\" class=\"data row30 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row30_col1\" class=\"data row30 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row30_col2\" class=\"data row30 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row30_col3\" class=\"data row30 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row30_col4\" class=\"data row30 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row30_col5\" class=\"data row30 col5\" >2219</td>\n",
       "      <td id=\"T_e19ea_row30_col6\" class=\"data row30 col6\" >2448</td>\n",
       "      <td id=\"T_e19ea_row30_col7\" class=\"data row30 col7\" >2677</td>\n",
       "      <td id=\"T_e19ea_row30_col8\" class=\"data row30 col8\" >2508</td>\n",
       "      <td id=\"T_e19ea_row30_col9\" class=\"data row30 col9\" >2338</td>\n",
       "      <td id=\"T_e19ea_row30_col10\" class=\"data row30 col10\" >2169</td>\n",
       "      <td id=\"T_e19ea_row30_col11\" class=\"data row30 col11\" >1974</td>\n",
       "      <td id=\"T_e19ea_row30_col12\" class=\"data row30 col12\" >1778</td>\n",
       "      <td id=\"T_e19ea_row30_col13\" class=\"data row30 col13\" >1583</td>\n",
       "      <td id=\"T_e19ea_row30_col14\" class=\"data row30 col14\" >1341</td>\n",
       "      <td id=\"T_e19ea_row30_col15\" class=\"data row30 col15\" >1100</td>\n",
       "      <td id=\"T_e19ea_row30_col16\" class=\"data row30 col16\" >858</td>\n",
       "      <td id=\"T_e19ea_row30_col17\" class=\"data row30 col17\" >605</td>\n",
       "      <td id=\"T_e19ea_row30_col18\" class=\"data row30 col18\" >352</td>\n",
       "      <td id=\"T_e19ea_row30_col19\" class=\"data row30 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row31\" class=\"row_heading level0 row31\" rowspan=\"5\">CanonRF24-105mmF4-7.1ISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row31\" class=\"row_heading level1 row31\" >24</th>\n",
       "      <td id=\"T_e19ea_row31_col0\" class=\"data row31 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col1\" class=\"data row31 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col2\" class=\"data row31 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col3\" class=\"data row31 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col4\" class=\"data row31 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col5\" class=\"data row31 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col6\" class=\"data row31 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row31_col7\" class=\"data row31 col7\" >1077</td>\n",
       "      <td id=\"T_e19ea_row31_col8\" class=\"data row31 col8\" >1375</td>\n",
       "      <td id=\"T_e19ea_row31_col9\" class=\"data row31 col9\" >1410</td>\n",
       "      <td id=\"T_e19ea_row31_col10\" class=\"data row31 col10\" >1445</td>\n",
       "      <td id=\"T_e19ea_row31_col11\" class=\"data row31 col11\" >1236</td>\n",
       "      <td id=\"T_e19ea_row31_col12\" class=\"data row31 col12\" >1027</td>\n",
       "      <td id=\"T_e19ea_row31_col13\" class=\"data row31 col13\" >817</td>\n",
       "      <td id=\"T_e19ea_row31_col14\" class=\"data row31 col14\" >730</td>\n",
       "      <td id=\"T_e19ea_row31_col15\" class=\"data row31 col15\" >643</td>\n",
       "      <td id=\"T_e19ea_row31_col16\" class=\"data row31 col16\" >556</td>\n",
       "      <td id=\"T_e19ea_row31_col17\" class=\"data row31 col17\" >435</td>\n",
       "      <td id=\"T_e19ea_row31_col18\" class=\"data row31 col18\" >314</td>\n",
       "      <td id=\"T_e19ea_row31_col19\" class=\"data row31 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row32\" class=\"row_heading level1 row32\" >35</th>\n",
       "      <td id=\"T_e19ea_row32_col0\" class=\"data row32 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col1\" class=\"data row32 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col2\" class=\"data row32 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col3\" class=\"data row32 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col4\" class=\"data row32 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col5\" class=\"data row32 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col6\" class=\"data row32 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col7\" class=\"data row32 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row32_col8\" class=\"data row32 col8\" >1172</td>\n",
       "      <td id=\"T_e19ea_row32_col9\" class=\"data row32 col9\" >1545</td>\n",
       "      <td id=\"T_e19ea_row32_col10\" class=\"data row32 col10\" >1640</td>\n",
       "      <td id=\"T_e19ea_row32_col11\" class=\"data row32 col11\" >1506</td>\n",
       "      <td id=\"T_e19ea_row32_col12\" class=\"data row32 col12\" >1372</td>\n",
       "      <td id=\"T_e19ea_row32_col13\" class=\"data row32 col13\" >1238</td>\n",
       "      <td id=\"T_e19ea_row32_col14\" class=\"data row32 col14\" >1045</td>\n",
       "      <td id=\"T_e19ea_row32_col15\" class=\"data row32 col15\" >852</td>\n",
       "      <td id=\"T_e19ea_row32_col16\" class=\"data row32 col16\" >659</td>\n",
       "      <td id=\"T_e19ea_row32_col17\" class=\"data row32 col17\" >496</td>\n",
       "      <td id=\"T_e19ea_row32_col18\" class=\"data row32 col18\" >332</td>\n",
       "      <td id=\"T_e19ea_row32_col19\" class=\"data row32 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row33\" class=\"row_heading level1 row33\" >50</th>\n",
       "      <td id=\"T_e19ea_row33_col0\" class=\"data row33 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col1\" class=\"data row33 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col2\" class=\"data row33 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col3\" class=\"data row33 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col4\" class=\"data row33 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col5\" class=\"data row33 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col6\" class=\"data row33 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col7\" class=\"data row33 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col8\" class=\"data row33 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row33_col9\" class=\"data row33 col9\" >909</td>\n",
       "      <td id=\"T_e19ea_row33_col10\" class=\"data row33 col10\" >1519</td>\n",
       "      <td id=\"T_e19ea_row33_col11\" class=\"data row33 col11\" >1424</td>\n",
       "      <td id=\"T_e19ea_row33_col12\" class=\"data row33 col12\" >1329</td>\n",
       "      <td id=\"T_e19ea_row33_col13\" class=\"data row33 col13\" >1234</td>\n",
       "      <td id=\"T_e19ea_row33_col14\" class=\"data row33 col14\" >1036</td>\n",
       "      <td id=\"T_e19ea_row33_col15\" class=\"data row33 col15\" >838</td>\n",
       "      <td id=\"T_e19ea_row33_col16\" class=\"data row33 col16\" >641</td>\n",
       "      <td id=\"T_e19ea_row33_col17\" class=\"data row33 col17\" >479</td>\n",
       "      <td id=\"T_e19ea_row33_col18\" class=\"data row33 col18\" >317</td>\n",
       "      <td id=\"T_e19ea_row33_col19\" class=\"data row33 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row34\" class=\"row_heading level1 row34\" >70</th>\n",
       "      <td id=\"T_e19ea_row34_col0\" class=\"data row34 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col1\" class=\"data row34 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col2\" class=\"data row34 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col3\" class=\"data row34 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col4\" class=\"data row34 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col5\" class=\"data row34 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col6\" class=\"data row34 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col7\" class=\"data row34 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col8\" class=\"data row34 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col9\" class=\"data row34 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col10\" class=\"data row34 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row34_col11\" class=\"data row34 col11\" >936</td>\n",
       "      <td id=\"T_e19ea_row34_col12\" class=\"data row34 col12\" >1326</td>\n",
       "      <td id=\"T_e19ea_row34_col13\" class=\"data row34 col13\" >1220</td>\n",
       "      <td id=\"T_e19ea_row34_col14\" class=\"data row34 col14\" >1074</td>\n",
       "      <td id=\"T_e19ea_row34_col15\" class=\"data row34 col15\" >927</td>\n",
       "      <td id=\"T_e19ea_row34_col16\" class=\"data row34 col16\" >781</td>\n",
       "      <td id=\"T_e19ea_row34_col17\" class=\"data row34 col17\" >577</td>\n",
       "      <td id=\"T_e19ea_row34_col18\" class=\"data row34 col18\" >373</td>\n",
       "      <td id=\"T_e19ea_row34_col19\" class=\"data row34 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row35\" class=\"row_heading level1 row35\" >105</th>\n",
       "      <td id=\"T_e19ea_row35_col0\" class=\"data row35 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col1\" class=\"data row35 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col2\" class=\"data row35 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col3\" class=\"data row35 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col4\" class=\"data row35 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col5\" class=\"data row35 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col6\" class=\"data row35 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col7\" class=\"data row35 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col8\" class=\"data row35 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col9\" class=\"data row35 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col10\" class=\"data row35 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col11\" class=\"data row35 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row35_col12\" class=\"data row35 col12\" >1150</td>\n",
       "      <td id=\"T_e19ea_row35_col13\" class=\"data row35 col13\" >1130</td>\n",
       "      <td id=\"T_e19ea_row35_col14\" class=\"data row35 col14\" >998</td>\n",
       "      <td id=\"T_e19ea_row35_col15\" class=\"data row35 col15\" >866</td>\n",
       "      <td id=\"T_e19ea_row35_col16\" class=\"data row35 col16\" >735</td>\n",
       "      <td id=\"T_e19ea_row35_col17\" class=\"data row35 col17\" >542</td>\n",
       "      <td id=\"T_e19ea_row35_col18\" class=\"data row35 col18\" >349</td>\n",
       "      <td id=\"T_e19ea_row35_col19\" class=\"data row35 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row36\" class=\"row_heading level0 row36\" rowspan=\"6\">CanonRF24-105mmF4LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row36\" class=\"row_heading level1 row36\" >24</th>\n",
       "      <td id=\"T_e19ea_row36_col0\" class=\"data row36 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col1\" class=\"data row36 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col2\" class=\"data row36 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col3\" class=\"data row36 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col4\" class=\"data row36 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col5\" class=\"data row36 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col6\" class=\"data row36 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row36_col7\" class=\"data row36 col7\" >2495</td>\n",
       "      <td id=\"T_e19ea_row36_col8\" class=\"data row36 col8\" >2875</td>\n",
       "      <td id=\"T_e19ea_row36_col9\" class=\"data row36 col9\" >2496</td>\n",
       "      <td id=\"T_e19ea_row36_col10\" class=\"data row36 col10\" >2118</td>\n",
       "      <td id=\"T_e19ea_row36_col11\" class=\"data row36 col11\" >1885</td>\n",
       "      <td id=\"T_e19ea_row36_col12\" class=\"data row36 col12\" >1652</td>\n",
       "      <td id=\"T_e19ea_row36_col13\" class=\"data row36 col13\" >1419</td>\n",
       "      <td id=\"T_e19ea_row36_col14\" class=\"data row36 col14\" >1233</td>\n",
       "      <td id=\"T_e19ea_row36_col15\" class=\"data row36 col15\" >1047</td>\n",
       "      <td id=\"T_e19ea_row36_col16\" class=\"data row36 col16\" >862</td>\n",
       "      <td id=\"T_e19ea_row36_col17\" class=\"data row36 col17\" >651</td>\n",
       "      <td id=\"T_e19ea_row36_col18\" class=\"data row36 col18\" >439</td>\n",
       "      <td id=\"T_e19ea_row36_col19\" class=\"data row36 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row37\" class=\"row_heading level1 row37\" >35</th>\n",
       "      <td id=\"T_e19ea_row37_col0\" class=\"data row37 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col1\" class=\"data row37 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col2\" class=\"data row37 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col3\" class=\"data row37 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col4\" class=\"data row37 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col5\" class=\"data row37 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col6\" class=\"data row37 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row37_col7\" class=\"data row37 col7\" >3036</td>\n",
       "      <td id=\"T_e19ea_row37_col8\" class=\"data row37 col8\" >3174</td>\n",
       "      <td id=\"T_e19ea_row37_col9\" class=\"data row37 col9\" >2971</td>\n",
       "      <td id=\"T_e19ea_row37_col10\" class=\"data row37 col10\" >2768</td>\n",
       "      <td id=\"T_e19ea_row37_col11\" class=\"data row37 col11\" >2423</td>\n",
       "      <td id=\"T_e19ea_row37_col12\" class=\"data row37 col12\" >2077</td>\n",
       "      <td id=\"T_e19ea_row37_col13\" class=\"data row37 col13\" >1731</td>\n",
       "      <td id=\"T_e19ea_row37_col14\" class=\"data row37 col14\" >1483</td>\n",
       "      <td id=\"T_e19ea_row37_col15\" class=\"data row37 col15\" >1236</td>\n",
       "      <td id=\"T_e19ea_row37_col16\" class=\"data row37 col16\" >988</td>\n",
       "      <td id=\"T_e19ea_row37_col17\" class=\"data row37 col17\" >707</td>\n",
       "      <td id=\"T_e19ea_row37_col18\" class=\"data row37 col18\" >425</td>\n",
       "      <td id=\"T_e19ea_row37_col19\" class=\"data row37 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row38\" class=\"row_heading level1 row38\" >50</th>\n",
       "      <td id=\"T_e19ea_row38_col0\" class=\"data row38 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col1\" class=\"data row38 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col2\" class=\"data row38 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col3\" class=\"data row38 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col4\" class=\"data row38 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col5\" class=\"data row38 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col6\" class=\"data row38 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row38_col7\" class=\"data row38 col7\" >2910</td>\n",
       "      <td id=\"T_e19ea_row38_col8\" class=\"data row38 col8\" >3395</td>\n",
       "      <td id=\"T_e19ea_row38_col9\" class=\"data row38 col9\" >3123</td>\n",
       "      <td id=\"T_e19ea_row38_col10\" class=\"data row38 col10\" >2851</td>\n",
       "      <td id=\"T_e19ea_row38_col11\" class=\"data row38 col11\" >2514</td>\n",
       "      <td id=\"T_e19ea_row38_col12\" class=\"data row38 col12\" >2178</td>\n",
       "      <td id=\"T_e19ea_row38_col13\" class=\"data row38 col13\" >1842</td>\n",
       "      <td id=\"T_e19ea_row38_col14\" class=\"data row38 col14\" >1540</td>\n",
       "      <td id=\"T_e19ea_row38_col15\" class=\"data row38 col15\" >1237</td>\n",
       "      <td id=\"T_e19ea_row38_col16\" class=\"data row38 col16\" >935</td>\n",
       "      <td id=\"T_e19ea_row38_col17\" class=\"data row38 col17\" >681</td>\n",
       "      <td id=\"T_e19ea_row38_col18\" class=\"data row38 col18\" >426</td>\n",
       "      <td id=\"T_e19ea_row38_col19\" class=\"data row38 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row39\" class=\"row_heading level1 row39\" >70</th>\n",
       "      <td id=\"T_e19ea_row39_col0\" class=\"data row39 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col1\" class=\"data row39 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col2\" class=\"data row39 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col3\" class=\"data row39 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col4\" class=\"data row39 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col5\" class=\"data row39 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col6\" class=\"data row39 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row39_col7\" class=\"data row39 col7\" >2719</td>\n",
       "      <td id=\"T_e19ea_row39_col8\" class=\"data row39 col8\" >3085</td>\n",
       "      <td id=\"T_e19ea_row39_col9\" class=\"data row39 col9\" >2711</td>\n",
       "      <td id=\"T_e19ea_row39_col10\" class=\"data row39 col10\" >2337</td>\n",
       "      <td id=\"T_e19ea_row39_col11\" class=\"data row39 col11\" >2081</td>\n",
       "      <td id=\"T_e19ea_row39_col12\" class=\"data row39 col12\" >1825</td>\n",
       "      <td id=\"T_e19ea_row39_col13\" class=\"data row39 col13\" >1569</td>\n",
       "      <td id=\"T_e19ea_row39_col14\" class=\"data row39 col14\" >1350</td>\n",
       "      <td id=\"T_e19ea_row39_col15\" class=\"data row39 col15\" >1131</td>\n",
       "      <td id=\"T_e19ea_row39_col16\" class=\"data row39 col16\" >912</td>\n",
       "      <td id=\"T_e19ea_row39_col17\" class=\"data row39 col17\" >657</td>\n",
       "      <td id=\"T_e19ea_row39_col18\" class=\"data row39 col18\" >402</td>\n",
       "      <td id=\"T_e19ea_row39_col19\" class=\"data row39 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row40\" class=\"row_heading level1 row40\" >85</th>\n",
       "      <td id=\"T_e19ea_row40_col0\" class=\"data row40 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col1\" class=\"data row40 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col2\" class=\"data row40 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col3\" class=\"data row40 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col4\" class=\"data row40 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col5\" class=\"data row40 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col6\" class=\"data row40 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row40_col7\" class=\"data row40 col7\" >3082</td>\n",
       "      <td id=\"T_e19ea_row40_col8\" class=\"data row40 col8\" >3185</td>\n",
       "      <td id=\"T_e19ea_row40_col9\" class=\"data row40 col9\" >2909</td>\n",
       "      <td id=\"T_e19ea_row40_col10\" class=\"data row40 col10\" >2633</td>\n",
       "      <td id=\"T_e19ea_row40_col11\" class=\"data row40 col11\" >2317</td>\n",
       "      <td id=\"T_e19ea_row40_col12\" class=\"data row40 col12\" >2000</td>\n",
       "      <td id=\"T_e19ea_row40_col13\" class=\"data row40 col13\" >1684</td>\n",
       "      <td id=\"T_e19ea_row40_col14\" class=\"data row40 col14\" >1454</td>\n",
       "      <td id=\"T_e19ea_row40_col15\" class=\"data row40 col15\" >1224</td>\n",
       "      <td id=\"T_e19ea_row40_col16\" class=\"data row40 col16\" >995</td>\n",
       "      <td id=\"T_e19ea_row40_col17\" class=\"data row40 col17\" >697</td>\n",
       "      <td id=\"T_e19ea_row40_col18\" class=\"data row40 col18\" >400</td>\n",
       "      <td id=\"T_e19ea_row40_col19\" class=\"data row40 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row41\" class=\"row_heading level1 row41\" >105</th>\n",
       "      <td id=\"T_e19ea_row41_col0\" class=\"data row41 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col1\" class=\"data row41 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col2\" class=\"data row41 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col3\" class=\"data row41 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col4\" class=\"data row41 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col5\" class=\"data row41 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col6\" class=\"data row41 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row41_col7\" class=\"data row41 col7\" >1809</td>\n",
       "      <td id=\"T_e19ea_row41_col8\" class=\"data row41 col8\" >2026</td>\n",
       "      <td id=\"T_e19ea_row41_col9\" class=\"data row41 col9\" >1919</td>\n",
       "      <td id=\"T_e19ea_row41_col10\" class=\"data row41 col10\" >1813</td>\n",
       "      <td id=\"T_e19ea_row41_col11\" class=\"data row41 col11\" >1605</td>\n",
       "      <td id=\"T_e19ea_row41_col12\" class=\"data row41 col12\" >1398</td>\n",
       "      <td id=\"T_e19ea_row41_col13\" class=\"data row41 col13\" >1190</td>\n",
       "      <td id=\"T_e19ea_row41_col14\" class=\"data row41 col14\" >1066</td>\n",
       "      <td id=\"T_e19ea_row41_col15\" class=\"data row41 col15\" >942</td>\n",
       "      <td id=\"T_e19ea_row41_col16\" class=\"data row41 col16\" >818</td>\n",
       "      <td id=\"T_e19ea_row41_col17\" class=\"data row41 col17\" >614</td>\n",
       "      <td id=\"T_e19ea_row41_col18\" class=\"data row41 col18\" >409</td>\n",
       "      <td id=\"T_e19ea_row41_col19\" class=\"data row41 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row42\" class=\"row_heading level0 row42\" rowspan=\"4\">CanonRF24-240mmF4-6.3ISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row42\" class=\"row_heading level1 row42\" >24</th>\n",
       "      <td id=\"T_e19ea_row42_col0\" class=\"data row42 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col1\" class=\"data row42 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col2\" class=\"data row42 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col3\" class=\"data row42 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col4\" class=\"data row42 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col5\" class=\"data row42 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col6\" class=\"data row42 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row42_col7\" class=\"data row42 col7\" >1689</td>\n",
       "      <td id=\"T_e19ea_row42_col8\" class=\"data row42 col8\" >2078</td>\n",
       "      <td id=\"T_e19ea_row42_col9\" class=\"data row42 col9\" >2048</td>\n",
       "      <td id=\"T_e19ea_row42_col10\" class=\"data row42 col10\" >2019</td>\n",
       "      <td id=\"T_e19ea_row42_col11\" class=\"data row42 col11\" >1859</td>\n",
       "      <td id=\"T_e19ea_row42_col12\" class=\"data row42 col12\" >1700</td>\n",
       "      <td id=\"T_e19ea_row42_col13\" class=\"data row42 col13\" >1540</td>\n",
       "      <td id=\"T_e19ea_row42_col14\" class=\"data row42 col14\" >1323</td>\n",
       "      <td id=\"T_e19ea_row42_col15\" class=\"data row42 col15\" >1106</td>\n",
       "      <td id=\"T_e19ea_row42_col16\" class=\"data row42 col16\" >888</td>\n",
       "      <td id=\"T_e19ea_row42_col17\" class=\"data row42 col17\" >643</td>\n",
       "      <td id=\"T_e19ea_row42_col18\" class=\"data row42 col18\" >397</td>\n",
       "      <td id=\"T_e19ea_row42_col19\" class=\"data row42 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row43\" class=\"row_heading level1 row43\" >50</th>\n",
       "      <td id=\"T_e19ea_row43_col0\" class=\"data row43 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col1\" class=\"data row43 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col2\" class=\"data row43 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col3\" class=\"data row43 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col4\" class=\"data row43 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col5\" class=\"data row43 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col6\" class=\"data row43 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col7\" class=\"data row43 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col8\" class=\"data row43 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row43_col9\" class=\"data row43 col9\" >1127</td>\n",
       "      <td id=\"T_e19ea_row43_col10\" class=\"data row43 col10\" >1489</td>\n",
       "      <td id=\"T_e19ea_row43_col11\" class=\"data row43 col11\" >1354</td>\n",
       "      <td id=\"T_e19ea_row43_col12\" class=\"data row43 col12\" >1219</td>\n",
       "      <td id=\"T_e19ea_row43_col13\" class=\"data row43 col13\" >1085</td>\n",
       "      <td id=\"T_e19ea_row43_col14\" class=\"data row43 col14\" >938</td>\n",
       "      <td id=\"T_e19ea_row43_col15\" class=\"data row43 col15\" >791</td>\n",
       "      <td id=\"T_e19ea_row43_col16\" class=\"data row43 col16\" >644</td>\n",
       "      <td id=\"T_e19ea_row43_col17\" class=\"data row43 col17\" >465</td>\n",
       "      <td id=\"T_e19ea_row43_col18\" class=\"data row43 col18\" >287</td>\n",
       "      <td id=\"T_e19ea_row43_col19\" class=\"data row43 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row44\" class=\"row_heading level1 row44\" >100</th>\n",
       "      <td id=\"T_e19ea_row44_col0\" class=\"data row44 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col1\" class=\"data row44 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col2\" class=\"data row44 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col3\" class=\"data row44 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col4\" class=\"data row44 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col5\" class=\"data row44 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col6\" class=\"data row44 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col7\" class=\"data row44 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col8\" class=\"data row44 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col9\" class=\"data row44 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row44_col10\" class=\"data row44 col10\" >886</td>\n",
       "      <td id=\"T_e19ea_row44_col11\" class=\"data row44 col11\" >955</td>\n",
       "      <td id=\"T_e19ea_row44_col12\" class=\"data row44 col12\" >964</td>\n",
       "      <td id=\"T_e19ea_row44_col13\" class=\"data row44 col13\" >972</td>\n",
       "      <td id=\"T_e19ea_row44_col14\" class=\"data row44 col14\" >861</td>\n",
       "      <td id=\"T_e19ea_row44_col15\" class=\"data row44 col15\" >750</td>\n",
       "      <td id=\"T_e19ea_row44_col16\" class=\"data row44 col16\" >639</td>\n",
       "      <td id=\"T_e19ea_row44_col17\" class=\"data row44 col17\" >466</td>\n",
       "      <td id=\"T_e19ea_row44_col18\" class=\"data row44 col18\" >292</td>\n",
       "      <td id=\"T_e19ea_row44_col19\" class=\"data row44 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row45\" class=\"row_heading level1 row45\" >240</th>\n",
       "      <td id=\"T_e19ea_row45_col0\" class=\"data row45 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col1\" class=\"data row45 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col2\" class=\"data row45 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col3\" class=\"data row45 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col4\" class=\"data row45 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col5\" class=\"data row45 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col6\" class=\"data row45 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col7\" class=\"data row45 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col8\" class=\"data row45 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col9\" class=\"data row45 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col10\" class=\"data row45 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row45_col11\" class=\"data row45 col11\" >581</td>\n",
       "      <td id=\"T_e19ea_row45_col12\" class=\"data row45 col12\" >763</td>\n",
       "      <td id=\"T_e19ea_row45_col13\" class=\"data row45 col13\" >744</td>\n",
       "      <td id=\"T_e19ea_row45_col14\" class=\"data row45 col14\" >700</td>\n",
       "      <td id=\"T_e19ea_row45_col15\" class=\"data row45 col15\" >656</td>\n",
       "      <td id=\"T_e19ea_row45_col16\" class=\"data row45 col16\" >611</td>\n",
       "      <td id=\"T_e19ea_row45_col17\" class=\"data row45 col17\" >458</td>\n",
       "      <td id=\"T_e19ea_row45_col18\" class=\"data row45 col18\" >304</td>\n",
       "      <td id=\"T_e19ea_row45_col19\" class=\"data row45 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row46\" class=\"row_heading level0 row46\" rowspan=\"4\">CanonRF24-50mmF4.5-6.3ISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row46\" class=\"row_heading level1 row46\" >24</th>\n",
       "      <td id=\"T_e19ea_row46_col0\" class=\"data row46 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col1\" class=\"data row46 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col2\" class=\"data row46 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col3\" class=\"data row46 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col4\" class=\"data row46 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col5\" class=\"data row46 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col6\" class=\"data row46 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col7\" class=\"data row46 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row46_col8\" class=\"data row46 col8\" >546</td>\n",
       "      <td id=\"T_e19ea_row46_col9\" class=\"data row46 col9\" >685</td>\n",
       "      <td id=\"T_e19ea_row46_col10\" class=\"data row46 col10\" >825</td>\n",
       "      <td id=\"T_e19ea_row46_col11\" class=\"data row46 col11\" >785</td>\n",
       "      <td id=\"T_e19ea_row46_col12\" class=\"data row46 col12\" >745</td>\n",
       "      <td id=\"T_e19ea_row46_col13\" class=\"data row46 col13\" >704</td>\n",
       "      <td id=\"T_e19ea_row46_col14\" class=\"data row46 col14\" >666</td>\n",
       "      <td id=\"T_e19ea_row46_col15\" class=\"data row46 col15\" >628</td>\n",
       "      <td id=\"T_e19ea_row46_col16\" class=\"data row46 col16\" >590</td>\n",
       "      <td id=\"T_e19ea_row46_col17\" class=\"data row46 col17\" >463</td>\n",
       "      <td id=\"T_e19ea_row46_col18\" class=\"data row46 col18\" >337</td>\n",
       "      <td id=\"T_e19ea_row46_col19\" class=\"data row46 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row47\" class=\"row_heading level1 row47\" >28</th>\n",
       "      <td id=\"T_e19ea_row47_col0\" class=\"data row47 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col1\" class=\"data row47 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col2\" class=\"data row47 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col3\" class=\"data row47 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col4\" class=\"data row47 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col5\" class=\"data row47 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col6\" class=\"data row47 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col7\" class=\"data row47 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col8\" class=\"data row47 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row47_col9\" class=\"data row47 col9\" >580</td>\n",
       "      <td id=\"T_e19ea_row47_col10\" class=\"data row47 col10\" >728</td>\n",
       "      <td id=\"T_e19ea_row47_col11\" class=\"data row47 col11\" >722</td>\n",
       "      <td id=\"T_e19ea_row47_col12\" class=\"data row47 col12\" >716</td>\n",
       "      <td id=\"T_e19ea_row47_col13\" class=\"data row47 col13\" >710</td>\n",
       "      <td id=\"T_e19ea_row47_col14\" class=\"data row47 col14\" >648</td>\n",
       "      <td id=\"T_e19ea_row47_col15\" class=\"data row47 col15\" >585</td>\n",
       "      <td id=\"T_e19ea_row47_col16\" class=\"data row47 col16\" >522</td>\n",
       "      <td id=\"T_e19ea_row47_col17\" class=\"data row47 col17\" >420</td>\n",
       "      <td id=\"T_e19ea_row47_col18\" class=\"data row47 col18\" >317</td>\n",
       "      <td id=\"T_e19ea_row47_col19\" class=\"data row47 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row48\" class=\"row_heading level1 row48\" >35</th>\n",
       "      <td id=\"T_e19ea_row48_col0\" class=\"data row48 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col1\" class=\"data row48 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col2\" class=\"data row48 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col3\" class=\"data row48 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col4\" class=\"data row48 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col5\" class=\"data row48 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col6\" class=\"data row48 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col7\" class=\"data row48 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col8\" class=\"data row48 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col9\" class=\"data row48 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row48_col10\" class=\"data row48 col10\" >677</td>\n",
       "      <td id=\"T_e19ea_row48_col11\" class=\"data row48 col11\" >870</td>\n",
       "      <td id=\"T_e19ea_row48_col12\" class=\"data row48 col12\" >857</td>\n",
       "      <td id=\"T_e19ea_row48_col13\" class=\"data row48 col13\" >844</td>\n",
       "      <td id=\"T_e19ea_row48_col14\" class=\"data row48 col14\" >736</td>\n",
       "      <td id=\"T_e19ea_row48_col15\" class=\"data row48 col15\" >628</td>\n",
       "      <td id=\"T_e19ea_row48_col16\" class=\"data row48 col16\" >520</td>\n",
       "      <td id=\"T_e19ea_row48_col17\" class=\"data row48 col17\" >410</td>\n",
       "      <td id=\"T_e19ea_row48_col18\" class=\"data row48 col18\" >299</td>\n",
       "      <td id=\"T_e19ea_row48_col19\" class=\"data row48 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row49\" class=\"row_heading level1 row49\" >50</th>\n",
       "      <td id=\"T_e19ea_row49_col0\" class=\"data row49 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col1\" class=\"data row49 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col2\" class=\"data row49 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col3\" class=\"data row49 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col4\" class=\"data row49 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col5\" class=\"data row49 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col6\" class=\"data row49 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col7\" class=\"data row49 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col8\" class=\"data row49 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col9\" class=\"data row49 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col10\" class=\"data row49 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row49_col11\" class=\"data row49 col11\" >675</td>\n",
       "      <td id=\"T_e19ea_row49_col12\" class=\"data row49 col12\" >822</td>\n",
       "      <td id=\"T_e19ea_row49_col13\" class=\"data row49 col13\" >826</td>\n",
       "      <td id=\"T_e19ea_row49_col14\" class=\"data row49 col14\" >762</td>\n",
       "      <td id=\"T_e19ea_row49_col15\" class=\"data row49 col15\" >698</td>\n",
       "      <td id=\"T_e19ea_row49_col16\" class=\"data row49 col16\" >634</td>\n",
       "      <td id=\"T_e19ea_row49_col17\" class=\"data row49 col17\" >476</td>\n",
       "      <td id=\"T_e19ea_row49_col18\" class=\"data row49 col18\" >318</td>\n",
       "      <td id=\"T_e19ea_row49_col19\" class=\"data row49 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row50\" class=\"row_heading level0 row50\" rowspan=\"4\">CanonRF24-70mmF2.8LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row50\" class=\"row_heading level1 row50\" >24</th>\n",
       "      <td id=\"T_e19ea_row50_col0\" class=\"data row50 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row50_col1\" class=\"data row50 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row50_col2\" class=\"data row50 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row50_col3\" class=\"data row50 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row50_col4\" class=\"data row50 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row50_col5\" class=\"data row50 col5\" >3882</td>\n",
       "      <td id=\"T_e19ea_row50_col6\" class=\"data row50 col6\" >4226</td>\n",
       "      <td id=\"T_e19ea_row50_col7\" class=\"data row50 col7\" >3889</td>\n",
       "      <td id=\"T_e19ea_row50_col8\" class=\"data row50 col8\" >3628</td>\n",
       "      <td id=\"T_e19ea_row50_col9\" class=\"data row50 col9\" >3367</td>\n",
       "      <td id=\"T_e19ea_row50_col10\" class=\"data row50 col10\" >3107</td>\n",
       "      <td id=\"T_e19ea_row50_col11\" class=\"data row50 col11\" >2738</td>\n",
       "      <td id=\"T_e19ea_row50_col12\" class=\"data row50 col12\" >2370</td>\n",
       "      <td id=\"T_e19ea_row50_col13\" class=\"data row50 col13\" >2002</td>\n",
       "      <td id=\"T_e19ea_row50_col14\" class=\"data row50 col14\" >1701</td>\n",
       "      <td id=\"T_e19ea_row50_col15\" class=\"data row50 col15\" >1400</td>\n",
       "      <td id=\"T_e19ea_row50_col16\" class=\"data row50 col16\" >1098</td>\n",
       "      <td id=\"T_e19ea_row50_col17\" class=\"data row50 col17\" >778</td>\n",
       "      <td id=\"T_e19ea_row50_col18\" class=\"data row50 col18\" >457</td>\n",
       "      <td id=\"T_e19ea_row50_col19\" class=\"data row50 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row51\" class=\"row_heading level1 row51\" >35</th>\n",
       "      <td id=\"T_e19ea_row51_col0\" class=\"data row51 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row51_col1\" class=\"data row51 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row51_col2\" class=\"data row51 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row51_col3\" class=\"data row51 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row51_col4\" class=\"data row51 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row51_col5\" class=\"data row51 col5\" >3036</td>\n",
       "      <td id=\"T_e19ea_row51_col6\" class=\"data row51 col6\" >2675</td>\n",
       "      <td id=\"T_e19ea_row51_col7\" class=\"data row51 col7\" >3016</td>\n",
       "      <td id=\"T_e19ea_row51_col8\" class=\"data row51 col8\" >3061</td>\n",
       "      <td id=\"T_e19ea_row51_col9\" class=\"data row51 col9\" >3106</td>\n",
       "      <td id=\"T_e19ea_row51_col10\" class=\"data row51 col10\" >3151</td>\n",
       "      <td id=\"T_e19ea_row51_col11\" class=\"data row51 col11\" >2819</td>\n",
       "      <td id=\"T_e19ea_row51_col12\" class=\"data row51 col12\" >2488</td>\n",
       "      <td id=\"T_e19ea_row51_col13\" class=\"data row51 col13\" >2157</td>\n",
       "      <td id=\"T_e19ea_row51_col14\" class=\"data row51 col14\" >1813</td>\n",
       "      <td id=\"T_e19ea_row51_col15\" class=\"data row51 col15\" >1469</td>\n",
       "      <td id=\"T_e19ea_row51_col16\" class=\"data row51 col16\" >1126</td>\n",
       "      <td id=\"T_e19ea_row51_col17\" class=\"data row51 col17\" >788</td>\n",
       "      <td id=\"T_e19ea_row51_col18\" class=\"data row51 col18\" >450</td>\n",
       "      <td id=\"T_e19ea_row51_col19\" class=\"data row51 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row52\" class=\"row_heading level1 row52\" >50</th>\n",
       "      <td id=\"T_e19ea_row52_col0\" class=\"data row52 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row52_col1\" class=\"data row52 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row52_col2\" class=\"data row52 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row52_col3\" class=\"data row52 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row52_col4\" class=\"data row52 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row52_col5\" class=\"data row52 col5\" >1914</td>\n",
       "      <td id=\"T_e19ea_row52_col6\" class=\"data row52 col6\" >2869</td>\n",
       "      <td id=\"T_e19ea_row52_col7\" class=\"data row52 col7\" >3623</td>\n",
       "      <td id=\"T_e19ea_row52_col8\" class=\"data row52 col8\" >3419</td>\n",
       "      <td id=\"T_e19ea_row52_col9\" class=\"data row52 col9\" >3216</td>\n",
       "      <td id=\"T_e19ea_row52_col10\" class=\"data row52 col10\" >3013</td>\n",
       "      <td id=\"T_e19ea_row52_col11\" class=\"data row52 col11\" >2657</td>\n",
       "      <td id=\"T_e19ea_row52_col12\" class=\"data row52 col12\" >2301</td>\n",
       "      <td id=\"T_e19ea_row52_col13\" class=\"data row52 col13\" >1945</td>\n",
       "      <td id=\"T_e19ea_row52_col14\" class=\"data row52 col14\" >1642</td>\n",
       "      <td id=\"T_e19ea_row52_col15\" class=\"data row52 col15\" >1340</td>\n",
       "      <td id=\"T_e19ea_row52_col16\" class=\"data row52 col16\" >1038</td>\n",
       "      <td id=\"T_e19ea_row52_col17\" class=\"data row52 col17\" >738</td>\n",
       "      <td id=\"T_e19ea_row52_col18\" class=\"data row52 col18\" >438</td>\n",
       "      <td id=\"T_e19ea_row52_col19\" class=\"data row52 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row53\" class=\"row_heading level1 row53\" >70</th>\n",
       "      <td id=\"T_e19ea_row53_col0\" class=\"data row53 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row53_col1\" class=\"data row53 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row53_col2\" class=\"data row53 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row53_col3\" class=\"data row53 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row53_col4\" class=\"data row53 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row53_col5\" class=\"data row53 col5\" >1235</td>\n",
       "      <td id=\"T_e19ea_row53_col6\" class=\"data row53 col6\" >1644</td>\n",
       "      <td id=\"T_e19ea_row53_col7\" class=\"data row53 col7\" >2843</td>\n",
       "      <td id=\"T_e19ea_row53_col8\" class=\"data row53 col8\" >2841</td>\n",
       "      <td id=\"T_e19ea_row53_col9\" class=\"data row53 col9\" >2839</td>\n",
       "      <td id=\"T_e19ea_row53_col10\" class=\"data row53 col10\" >2837</td>\n",
       "      <td id=\"T_e19ea_row53_col11\" class=\"data row53 col11\" >2611</td>\n",
       "      <td id=\"T_e19ea_row53_col12\" class=\"data row53 col12\" >2385</td>\n",
       "      <td id=\"T_e19ea_row53_col13\" class=\"data row53 col13\" >2159</td>\n",
       "      <td id=\"T_e19ea_row53_col14\" class=\"data row53 col14\" >1803</td>\n",
       "      <td id=\"T_e19ea_row53_col15\" class=\"data row53 col15\" >1447</td>\n",
       "      <td id=\"T_e19ea_row53_col16\" class=\"data row53 col16\" >1091</td>\n",
       "      <td id=\"T_e19ea_row53_col17\" class=\"data row53 col17\" >771</td>\n",
       "      <td id=\"T_e19ea_row53_col18\" class=\"data row53 col18\" >451</td>\n",
       "      <td id=\"T_e19ea_row53_col19\" class=\"data row53 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row54\" class=\"row_heading level0 row54\" >CanonRF24mmF1.8MacroISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row54\" class=\"row_heading level1 row54\" >24</th>\n",
       "      <td id=\"T_e19ea_row54_col0\" class=\"data row54 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row54_col1\" class=\"data row54 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row54_col2\" class=\"data row54 col2\" >1619</td>\n",
       "      <td id=\"T_e19ea_row54_col3\" class=\"data row54 col3\" >2179</td>\n",
       "      <td id=\"T_e19ea_row54_col4\" class=\"data row54 col4\" >2498</td>\n",
       "      <td id=\"T_e19ea_row54_col5\" class=\"data row54 col5\" >2817</td>\n",
       "      <td id=\"T_e19ea_row54_col6\" class=\"data row54 col6\" >2757</td>\n",
       "      <td id=\"T_e19ea_row54_col7\" class=\"data row54 col7\" >2697</td>\n",
       "      <td id=\"T_e19ea_row54_col8\" class=\"data row54 col8\" >2529</td>\n",
       "      <td id=\"T_e19ea_row54_col9\" class=\"data row54 col9\" >2361</td>\n",
       "      <td id=\"T_e19ea_row54_col10\" class=\"data row54 col10\" >2193</td>\n",
       "      <td id=\"T_e19ea_row54_col11\" class=\"data row54 col11\" >1968</td>\n",
       "      <td id=\"T_e19ea_row54_col12\" class=\"data row54 col12\" >1742</td>\n",
       "      <td id=\"T_e19ea_row54_col13\" class=\"data row54 col13\" >1516</td>\n",
       "      <td id=\"T_e19ea_row54_col14\" class=\"data row54 col14\" >1284</td>\n",
       "      <td id=\"T_e19ea_row54_col15\" class=\"data row54 col15\" >1053</td>\n",
       "      <td id=\"T_e19ea_row54_col16\" class=\"data row54 col16\" >821</td>\n",
       "      <td id=\"T_e19ea_row54_col17\" class=\"data row54 col17\" >586</td>\n",
       "      <td id=\"T_e19ea_row54_col18\" class=\"data row54 col18\" >351</td>\n",
       "      <td id=\"T_e19ea_row54_col19\" class=\"data row54 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row55\" class=\"row_heading level0 row55\" rowspan=\"4\">CanonRF28-70mmF2LUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row55\" class=\"row_heading level1 row55\" >28</th>\n",
       "      <td id=\"T_e19ea_row55_col0\" class=\"data row55 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row55_col1\" class=\"data row55 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row55_col2\" class=\"data row55 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row55_col3\" class=\"data row55 col3\" >1628</td>\n",
       "      <td id=\"T_e19ea_row55_col4\" class=\"data row55 col4\" >2047</td>\n",
       "      <td id=\"T_e19ea_row55_col5\" class=\"data row55 col5\" >1871</td>\n",
       "      <td id=\"T_e19ea_row55_col6\" class=\"data row55 col6\" >1632</td>\n",
       "      <td id=\"T_e19ea_row55_col7\" class=\"data row55 col7\" >1392</td>\n",
       "      <td id=\"T_e19ea_row55_col8\" class=\"data row55 col8\" >1449</td>\n",
       "      <td id=\"T_e19ea_row55_col9\" class=\"data row55 col9\" >1505</td>\n",
       "      <td id=\"T_e19ea_row55_col10\" class=\"data row55 col10\" >1562</td>\n",
       "      <td id=\"T_e19ea_row55_col11\" class=\"data row55 col11\" >1497</td>\n",
       "      <td id=\"T_e19ea_row55_col12\" class=\"data row55 col12\" >1431</td>\n",
       "      <td id=\"T_e19ea_row55_col13\" class=\"data row55 col13\" >1365</td>\n",
       "      <td id=\"T_e19ea_row55_col14\" class=\"data row55 col14\" >1248</td>\n",
       "      <td id=\"T_e19ea_row55_col15\" class=\"data row55 col15\" >1130</td>\n",
       "      <td id=\"T_e19ea_row55_col16\" class=\"data row55 col16\" >1012</td>\n",
       "      <td id=\"T_e19ea_row55_col17\" class=\"data row55 col17\" >721</td>\n",
       "      <td id=\"T_e19ea_row55_col18\" class=\"data row55 col18\" >430</td>\n",
       "      <td id=\"T_e19ea_row55_col19\" class=\"data row55 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row56\" class=\"row_heading level1 row56\" >35</th>\n",
       "      <td id=\"T_e19ea_row56_col0\" class=\"data row56 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row56_col1\" class=\"data row56 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row56_col2\" class=\"data row56 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row56_col3\" class=\"data row56 col3\" >1748</td>\n",
       "      <td id=\"T_e19ea_row56_col4\" class=\"data row56 col4\" >2190</td>\n",
       "      <td id=\"T_e19ea_row56_col5\" class=\"data row56 col5\" >2159</td>\n",
       "      <td id=\"T_e19ea_row56_col6\" class=\"data row56 col6\" >1776</td>\n",
       "      <td id=\"T_e19ea_row56_col7\" class=\"data row56 col7\" >1392</td>\n",
       "      <td id=\"T_e19ea_row56_col8\" class=\"data row56 col8\" >1469</td>\n",
       "      <td id=\"T_e19ea_row56_col9\" class=\"data row56 col9\" >1546</td>\n",
       "      <td id=\"T_e19ea_row56_col10\" class=\"data row56 col10\" >1623</td>\n",
       "      <td id=\"T_e19ea_row56_col11\" class=\"data row56 col11\" >1547</td>\n",
       "      <td id=\"T_e19ea_row56_col12\" class=\"data row56 col12\" >1470</td>\n",
       "      <td id=\"T_e19ea_row56_col13\" class=\"data row56 col13\" >1393</td>\n",
       "      <td id=\"T_e19ea_row56_col14\" class=\"data row56 col14\" >1258</td>\n",
       "      <td id=\"T_e19ea_row56_col15\" class=\"data row56 col15\" >1123</td>\n",
       "      <td id=\"T_e19ea_row56_col16\" class=\"data row56 col16\" >988</td>\n",
       "      <td id=\"T_e19ea_row56_col17\" class=\"data row56 col17\" >703</td>\n",
       "      <td id=\"T_e19ea_row56_col18\" class=\"data row56 col18\" >417</td>\n",
       "      <td id=\"T_e19ea_row56_col19\" class=\"data row56 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row57\" class=\"row_heading level1 row57\" >50</th>\n",
       "      <td id=\"T_e19ea_row57_col0\" class=\"data row57 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row57_col1\" class=\"data row57 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row57_col2\" class=\"data row57 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row57_col3\" class=\"data row57 col3\" >1874</td>\n",
       "      <td id=\"T_e19ea_row57_col4\" class=\"data row57 col4\" >2545</td>\n",
       "      <td id=\"T_e19ea_row57_col5\" class=\"data row57 col5\" >3153</td>\n",
       "      <td id=\"T_e19ea_row57_col6\" class=\"data row57 col6\" >2957</td>\n",
       "      <td id=\"T_e19ea_row57_col7\" class=\"data row57 col7\" >2761</td>\n",
       "      <td id=\"T_e19ea_row57_col8\" class=\"data row57 col8\" >2574</td>\n",
       "      <td id=\"T_e19ea_row57_col9\" class=\"data row57 col9\" >2387</td>\n",
       "      <td id=\"T_e19ea_row57_col10\" class=\"data row57 col10\" >2201</td>\n",
       "      <td id=\"T_e19ea_row57_col11\" class=\"data row57 col11\" >2047</td>\n",
       "      <td id=\"T_e19ea_row57_col12\" class=\"data row57 col12\" >1894</td>\n",
       "      <td id=\"T_e19ea_row57_col13\" class=\"data row57 col13\" >1740</td>\n",
       "      <td id=\"T_e19ea_row57_col14\" class=\"data row57 col14\" >1493</td>\n",
       "      <td id=\"T_e19ea_row57_col15\" class=\"data row57 col15\" >1245</td>\n",
       "      <td id=\"T_e19ea_row57_col16\" class=\"data row57 col16\" >997</td>\n",
       "      <td id=\"T_e19ea_row57_col17\" class=\"data row57 col17\" >705</td>\n",
       "      <td id=\"T_e19ea_row57_col18\" class=\"data row57 col18\" >414</td>\n",
       "      <td id=\"T_e19ea_row57_col19\" class=\"data row57 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row58\" class=\"row_heading level1 row58\" >70</th>\n",
       "      <td id=\"T_e19ea_row58_col0\" class=\"data row58 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row58_col1\" class=\"data row58 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row58_col2\" class=\"data row58 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row58_col3\" class=\"data row58 col3\" >1339</td>\n",
       "      <td id=\"T_e19ea_row58_col4\" class=\"data row58 col4\" >1782</td>\n",
       "      <td id=\"T_e19ea_row58_col5\" class=\"data row58 col5\" >3073</td>\n",
       "      <td id=\"T_e19ea_row58_col6\" class=\"data row58 col6\" >2950</td>\n",
       "      <td id=\"T_e19ea_row58_col7\" class=\"data row58 col7\" >2827</td>\n",
       "      <td id=\"T_e19ea_row58_col8\" class=\"data row58 col8\" >2580</td>\n",
       "      <td id=\"T_e19ea_row58_col9\" class=\"data row58 col9\" >2334</td>\n",
       "      <td id=\"T_e19ea_row58_col10\" class=\"data row58 col10\" >2087</td>\n",
       "      <td id=\"T_e19ea_row58_col11\" class=\"data row58 col11\" >1961</td>\n",
       "      <td id=\"T_e19ea_row58_col12\" class=\"data row58 col12\" >1836</td>\n",
       "      <td id=\"T_e19ea_row58_col13\" class=\"data row58 col13\" >1711</td>\n",
       "      <td id=\"T_e19ea_row58_col14\" class=\"data row58 col14\" >1469</td>\n",
       "      <td id=\"T_e19ea_row58_col15\" class=\"data row58 col15\" >1227</td>\n",
       "      <td id=\"T_e19ea_row58_col16\" class=\"data row58 col16\" >985</td>\n",
       "      <td id=\"T_e19ea_row58_col17\" class=\"data row58 col17\" >699</td>\n",
       "      <td id=\"T_e19ea_row58_col18\" class=\"data row58 col18\" >414</td>\n",
       "      <td id=\"T_e19ea_row58_col19\" class=\"data row58 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row59\" class=\"row_heading level0 row59\" >CanonRF35mmF1.8ISSTMMacro</th>\n",
       "      <th id=\"T_e19ea_level1_row59\" class=\"row_heading level1 row59\" >35</th>\n",
       "      <td id=\"T_e19ea_row59_col0\" class=\"data row59 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row59_col1\" class=\"data row59 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row59_col2\" class=\"data row59 col2\" >1456</td>\n",
       "      <td id=\"T_e19ea_row59_col3\" class=\"data row59 col3\" >1632</td>\n",
       "      <td id=\"T_e19ea_row59_col4\" class=\"data row59 col4\" >2469</td>\n",
       "      <td id=\"T_e19ea_row59_col5\" class=\"data row59 col5\" >3307</td>\n",
       "      <td id=\"T_e19ea_row59_col6\" class=\"data row59 col6\" >3394</td>\n",
       "      <td id=\"T_e19ea_row59_col7\" class=\"data row59 col7\" >3480</td>\n",
       "      <td id=\"T_e19ea_row59_col8\" class=\"data row59 col8\" >3294</td>\n",
       "      <td id=\"T_e19ea_row59_col9\" class=\"data row59 col9\" >3108</td>\n",
       "      <td id=\"T_e19ea_row59_col10\" class=\"data row59 col10\" >2922</td>\n",
       "      <td id=\"T_e19ea_row59_col11\" class=\"data row59 col11\" >2656</td>\n",
       "      <td id=\"T_e19ea_row59_col12\" class=\"data row59 col12\" >2390</td>\n",
       "      <td id=\"T_e19ea_row59_col13\" class=\"data row59 col13\" >2124</td>\n",
       "      <td id=\"T_e19ea_row59_col14\" class=\"data row59 col14\" >1802</td>\n",
       "      <td id=\"T_e19ea_row59_col15\" class=\"data row59 col15\" >1481</td>\n",
       "      <td id=\"T_e19ea_row59_col16\" class=\"data row59 col16\" >1159</td>\n",
       "      <td id=\"T_e19ea_row59_col17\" class=\"data row59 col17\" >819</td>\n",
       "      <td id=\"T_e19ea_row59_col18\" class=\"data row59 col18\" >479</td>\n",
       "      <td id=\"T_e19ea_row59_col19\" class=\"data row59 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row60\" class=\"row_heading level0 row60\" rowspan=\"3\">CanonRF400mmF2.8LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row60\" class=\"row_heading level1 row60\" >400</th>\n",
       "      <td id=\"T_e19ea_row60_col0\" class=\"data row60 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row60_col1\" class=\"data row60 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row60_col2\" class=\"data row60 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row60_col3\" class=\"data row60 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row60_col4\" class=\"data row60 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row60_col5\" class=\"data row60 col5\" >2269</td>\n",
       "      <td id=\"T_e19ea_row60_col6\" class=\"data row60 col6\" >3023</td>\n",
       "      <td id=\"T_e19ea_row60_col7\" class=\"data row60 col7\" >3495</td>\n",
       "      <td id=\"T_e19ea_row60_col8\" class=\"data row60 col8\" >3349</td>\n",
       "      <td id=\"T_e19ea_row60_col9\" class=\"data row60 col9\" >3204</td>\n",
       "      <td id=\"T_e19ea_row60_col10\" class=\"data row60 col10\" >3058</td>\n",
       "      <td id=\"T_e19ea_row60_col11\" class=\"data row60 col11\" >2700</td>\n",
       "      <td id=\"T_e19ea_row60_col12\" class=\"data row60 col12\" >2341</td>\n",
       "      <td id=\"T_e19ea_row60_col13\" class=\"data row60 col13\" >1982</td>\n",
       "      <td id=\"T_e19ea_row60_col14\" class=\"data row60 col14\" >1618</td>\n",
       "      <td id=\"T_e19ea_row60_col15\" class=\"data row60 col15\" >1253</td>\n",
       "      <td id=\"T_e19ea_row60_col16\" class=\"data row60 col16\" >888</td>\n",
       "      <td id=\"T_e19ea_row60_col17\" class=\"data row60 col17\" >599</td>\n",
       "      <td id=\"T_e19ea_row60_col18\" class=\"data row60 col18\" >311</td>\n",
       "      <td id=\"T_e19ea_row60_col19\" class=\"data row60 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row61\" class=\"row_heading level1 row61\" >560</th>\n",
       "      <td id=\"T_e19ea_row61_col0\" class=\"data row61 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col1\" class=\"data row61 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col2\" class=\"data row61 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col3\" class=\"data row61 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col4\" class=\"data row61 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col5\" class=\"data row61 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col6\" class=\"data row61 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row61_col7\" class=\"data row61 col7\" >1162</td>\n",
       "      <td id=\"T_e19ea_row61_col8\" class=\"data row61 col8\" >1771</td>\n",
       "      <td id=\"T_e19ea_row61_col9\" class=\"data row61 col9\" >1821</td>\n",
       "      <td id=\"T_e19ea_row61_col10\" class=\"data row61 col10\" >1872</td>\n",
       "      <td id=\"T_e19ea_row61_col11\" class=\"data row61 col11\" >1826</td>\n",
       "      <td id=\"T_e19ea_row61_col12\" class=\"data row61 col12\" >1781</td>\n",
       "      <td id=\"T_e19ea_row61_col13\" class=\"data row61 col13\" >1735</td>\n",
       "      <td id=\"T_e19ea_row61_col14\" class=\"data row61 col14\" >1456</td>\n",
       "      <td id=\"T_e19ea_row61_col15\" class=\"data row61 col15\" >1177</td>\n",
       "      <td id=\"T_e19ea_row61_col16\" class=\"data row61 col16\" >897</td>\n",
       "      <td id=\"T_e19ea_row61_col17\" class=\"data row61 col17\" >613</td>\n",
       "      <td id=\"T_e19ea_row61_col18\" class=\"data row61 col18\" >329</td>\n",
       "      <td id=\"T_e19ea_row61_col19\" class=\"data row61 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row62\" class=\"row_heading level1 row62\" >800</th>\n",
       "      <td id=\"T_e19ea_row62_col0\" class=\"data row62 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col1\" class=\"data row62 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col2\" class=\"data row62 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col3\" class=\"data row62 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col4\" class=\"data row62 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col5\" class=\"data row62 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col6\" class=\"data row62 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col7\" class=\"data row62 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col8\" class=\"data row62 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col9\" class=\"data row62 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row62_col10\" class=\"data row62 col10\" >674</td>\n",
       "      <td id=\"T_e19ea_row62_col11\" class=\"data row62 col11\" >893</td>\n",
       "      <td id=\"T_e19ea_row62_col12\" class=\"data row62 col12\" >1005</td>\n",
       "      <td id=\"T_e19ea_row62_col13\" class=\"data row62 col13\" >1116</td>\n",
       "      <td id=\"T_e19ea_row62_col14\" class=\"data row62 col14\" >1004</td>\n",
       "      <td id=\"T_e19ea_row62_col15\" class=\"data row62 col15\" >892</td>\n",
       "      <td id=\"T_e19ea_row62_col16\" class=\"data row62 col16\" >780</td>\n",
       "      <td id=\"T_e19ea_row62_col17\" class=\"data row62 col17\" >542</td>\n",
       "      <td id=\"T_e19ea_row62_col18\" class=\"data row62 col18\" >303</td>\n",
       "      <td id=\"T_e19ea_row62_col19\" class=\"data row62 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row63\" class=\"row_heading level0 row63\" >CanonRF50mmF1.2LUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row63\" class=\"row_heading level1 row63\" >50</th>\n",
       "      <td id=\"T_e19ea_row63_col0\" class=\"data row63 col0\" >862</td>\n",
       "      <td id=\"T_e19ea_row63_col1\" class=\"data row63 col1\" >1694</td>\n",
       "      <td id=\"T_e19ea_row63_col2\" class=\"data row63 col2\" >2960</td>\n",
       "      <td id=\"T_e19ea_row63_col3\" class=\"data row63 col3\" >4227</td>\n",
       "      <td id=\"T_e19ea_row63_col4\" class=\"data row63 col4\" >3902</td>\n",
       "      <td id=\"T_e19ea_row63_col5\" class=\"data row63 col5\" >3578</td>\n",
       "      <td id=\"T_e19ea_row63_col6\" class=\"data row63 col6\" >2912</td>\n",
       "      <td id=\"T_e19ea_row63_col7\" class=\"data row63 col7\" >2247</td>\n",
       "      <td id=\"T_e19ea_row63_col8\" class=\"data row63 col8\" >2313</td>\n",
       "      <td id=\"T_e19ea_row63_col9\" class=\"data row63 col9\" >2378</td>\n",
       "      <td id=\"T_e19ea_row63_col10\" class=\"data row63 col10\" >2444</td>\n",
       "      <td id=\"T_e19ea_row63_col11\" class=\"data row63 col11\" >2319</td>\n",
       "      <td id=\"T_e19ea_row63_col12\" class=\"data row63 col12\" >2194</td>\n",
       "      <td id=\"T_e19ea_row63_col13\" class=\"data row63 col13\" >2069</td>\n",
       "      <td id=\"T_e19ea_row63_col14\" class=\"data row63 col14\" >1755</td>\n",
       "      <td id=\"T_e19ea_row63_col15\" class=\"data row63 col15\" >1441</td>\n",
       "      <td id=\"T_e19ea_row63_col16\" class=\"data row63 col16\" >1127</td>\n",
       "      <td id=\"T_e19ea_row63_col17\" class=\"data row63 col17\" >749</td>\n",
       "      <td id=\"T_e19ea_row63_col18\" class=\"data row63 col18\" >370</td>\n",
       "      <td id=\"T_e19ea_row63_col19\" class=\"data row63 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row64\" class=\"row_heading level0 row64\" >CanonRF50mmF1.8STM</th>\n",
       "      <th id=\"T_e19ea_level1_row64\" class=\"row_heading level1 row64\" >50</th>\n",
       "      <td id=\"T_e19ea_row64_col0\" class=\"data row64 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row64_col1\" class=\"data row64 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row64_col2\" class=\"data row64 col2\" >865</td>\n",
       "      <td id=\"T_e19ea_row64_col3\" class=\"data row64 col3\" >1001</td>\n",
       "      <td id=\"T_e19ea_row64_col4\" class=\"data row64 col4\" >1061</td>\n",
       "      <td id=\"T_e19ea_row64_col5\" class=\"data row64 col5\" >1120</td>\n",
       "      <td id=\"T_e19ea_row64_col6\" class=\"data row64 col6\" >1014</td>\n",
       "      <td id=\"T_e19ea_row64_col7\" class=\"data row64 col7\" >907</td>\n",
       "      <td id=\"T_e19ea_row64_col8\" class=\"data row64 col8\" >1025</td>\n",
       "      <td id=\"T_e19ea_row64_col9\" class=\"data row64 col9\" >1142</td>\n",
       "      <td id=\"T_e19ea_row64_col10\" class=\"data row64 col10\" >1259</td>\n",
       "      <td id=\"T_e19ea_row64_col11\" class=\"data row64 col11\" >1329</td>\n",
       "      <td id=\"T_e19ea_row64_col12\" class=\"data row64 col12\" >1399</td>\n",
       "      <td id=\"T_e19ea_row64_col13\" class=\"data row64 col13\" >1469</td>\n",
       "      <td id=\"T_e19ea_row64_col14\" class=\"data row64 col14\" >1297</td>\n",
       "      <td id=\"T_e19ea_row64_col15\" class=\"data row64 col15\" >1125</td>\n",
       "      <td id=\"T_e19ea_row64_col16\" class=\"data row64 col16\" >954</td>\n",
       "      <td id=\"T_e19ea_row64_col17\" class=\"data row64 col17\" >682</td>\n",
       "      <td id=\"T_e19ea_row64_col18\" class=\"data row64 col18\" >411</td>\n",
       "      <td id=\"T_e19ea_row64_col19\" class=\"data row64 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row65\" class=\"row_heading level0 row65\" rowspan=\"3\">CanonRF600mmF11ISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row65\" class=\"row_heading level1 row65\" >600</th>\n",
       "      <td id=\"T_e19ea_row65_col0\" class=\"data row65 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col1\" class=\"data row65 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col2\" class=\"data row65 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col3\" class=\"data row65 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col4\" class=\"data row65 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col5\" class=\"data row65 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col6\" class=\"data row65 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col7\" class=\"data row65 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col8\" class=\"data row65 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col9\" class=\"data row65 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col10\" class=\"data row65 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col11\" class=\"data row65 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col12\" class=\"data row65 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col13\" class=\"data row65 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col14\" class=\"data row65 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col15\" class=\"data row65 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col16\" class=\"data row65 col16\" >650</td>\n",
       "      <td id=\"T_e19ea_row65_col17\" class=\"data row65 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col18\" class=\"data row65 col18\" >-</td>\n",
       "      <td id=\"T_e19ea_row65_col19\" class=\"data row65 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row66\" class=\"row_heading level1 row66\" >840</th>\n",
       "      <td id=\"T_e19ea_row66_col0\" class=\"data row66 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col1\" class=\"data row66 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col2\" class=\"data row66 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col3\" class=\"data row66 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col4\" class=\"data row66 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col5\" class=\"data row66 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col6\" class=\"data row66 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col7\" class=\"data row66 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col8\" class=\"data row66 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col9\" class=\"data row66 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col10\" class=\"data row66 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col11\" class=\"data row66 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col12\" class=\"data row66 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col13\" class=\"data row66 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col14\" class=\"data row66 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col15\" class=\"data row66 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col16\" class=\"data row66 col16\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col17\" class=\"data row66 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row66_col18\" class=\"data row66 col18\" >310</td>\n",
       "      <td id=\"T_e19ea_row66_col19\" class=\"data row66 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row67\" class=\"row_heading level1 row67\" >1200</th>\n",
       "      <td id=\"T_e19ea_row67_col0\" class=\"data row67 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col1\" class=\"data row67 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col2\" class=\"data row67 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col3\" class=\"data row67 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col4\" class=\"data row67 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col5\" class=\"data row67 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col6\" class=\"data row67 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col7\" class=\"data row67 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col8\" class=\"data row67 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col9\" class=\"data row67 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col10\" class=\"data row67 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col11\" class=\"data row67 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col12\" class=\"data row67 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col13\" class=\"data row67 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col14\" class=\"data row67 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col15\" class=\"data row67 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col16\" class=\"data row67 col16\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col17\" class=\"data row67 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col18\" class=\"data row67 col18\" >-</td>\n",
       "      <td id=\"T_e19ea_row67_col19\" class=\"data row67 col19\" >101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row68\" class=\"row_heading level0 row68\" rowspan=\"3\">CanonRF600mmF4LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row68\" class=\"row_heading level1 row68\" >600</th>\n",
       "      <td id=\"T_e19ea_row68_col0\" class=\"data row68 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col1\" class=\"data row68 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col2\" class=\"data row68 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col3\" class=\"data row68 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col4\" class=\"data row68 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col5\" class=\"data row68 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col6\" class=\"data row68 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row68_col7\" class=\"data row68 col7\" >2060</td>\n",
       "      <td id=\"T_e19ea_row68_col8\" class=\"data row68 col8\" >2581</td>\n",
       "      <td id=\"T_e19ea_row68_col9\" class=\"data row68 col9\" >2541</td>\n",
       "      <td id=\"T_e19ea_row68_col10\" class=\"data row68 col10\" >2500</td>\n",
       "      <td id=\"T_e19ea_row68_col11\" class=\"data row68 col11\" >2191</td>\n",
       "      <td id=\"T_e19ea_row68_col12\" class=\"data row68 col12\" >1882</td>\n",
       "      <td id=\"T_e19ea_row68_col13\" class=\"data row68 col13\" >1573</td>\n",
       "      <td id=\"T_e19ea_row68_col14\" class=\"data row68 col14\" >1338</td>\n",
       "      <td id=\"T_e19ea_row68_col15\" class=\"data row68 col15\" >1103</td>\n",
       "      <td id=\"T_e19ea_row68_col16\" class=\"data row68 col16\" >867</td>\n",
       "      <td id=\"T_e19ea_row68_col17\" class=\"data row68 col17\" >578</td>\n",
       "      <td id=\"T_e19ea_row68_col18\" class=\"data row68 col18\" >289</td>\n",
       "      <td id=\"T_e19ea_row68_col19\" class=\"data row68 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row69\" class=\"row_heading level1 row69\" >840</th>\n",
       "      <td id=\"T_e19ea_row69_col0\" class=\"data row69 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col1\" class=\"data row69 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col2\" class=\"data row69 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col3\" class=\"data row69 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col4\" class=\"data row69 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col5\" class=\"data row69 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col6\" class=\"data row69 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col7\" class=\"data row69 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col8\" class=\"data row69 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col9\" class=\"data row69 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row69_col10\" class=\"data row69 col10\" >790</td>\n",
       "      <td id=\"T_e19ea_row69_col11\" class=\"data row69 col11\" >1053</td>\n",
       "      <td id=\"T_e19ea_row69_col12\" class=\"data row69 col12\" >1102</td>\n",
       "      <td id=\"T_e19ea_row69_col13\" class=\"data row69 col13\" >1150</td>\n",
       "      <td id=\"T_e19ea_row69_col14\" class=\"data row69 col14\" >1036</td>\n",
       "      <td id=\"T_e19ea_row69_col15\" class=\"data row69 col15\" >922</td>\n",
       "      <td id=\"T_e19ea_row69_col16\" class=\"data row69 col16\" >808</td>\n",
       "      <td id=\"T_e19ea_row69_col17\" class=\"data row69 col17\" >561</td>\n",
       "      <td id=\"T_e19ea_row69_col18\" class=\"data row69 col18\" >314</td>\n",
       "      <td id=\"T_e19ea_row69_col19\" class=\"data row69 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row70\" class=\"row_heading level1 row70\" >1200</th>\n",
       "      <td id=\"T_e19ea_row70_col0\" class=\"data row70 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col1\" class=\"data row70 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col2\" class=\"data row70 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col3\" class=\"data row70 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col4\" class=\"data row70 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col5\" class=\"data row70 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col6\" class=\"data row70 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col7\" class=\"data row70 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col8\" class=\"data row70 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col9\" class=\"data row70 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col10\" class=\"data row70 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col11\" class=\"data row70 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col12\" class=\"data row70 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row70_col13\" class=\"data row70 col13\" >390</td>\n",
       "      <td id=\"T_e19ea_row70_col14\" class=\"data row70 col14\" >500</td>\n",
       "      <td id=\"T_e19ea_row70_col15\" class=\"data row70 col15\" >535</td>\n",
       "      <td id=\"T_e19ea_row70_col16\" class=\"data row70 col16\" >569</td>\n",
       "      <td id=\"T_e19ea_row70_col17\" class=\"data row70 col17\" >433</td>\n",
       "      <td id=\"T_e19ea_row70_col18\" class=\"data row70 col18\" >296</td>\n",
       "      <td id=\"T_e19ea_row70_col19\" class=\"data row70 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row71\" class=\"row_heading level0 row71\" rowspan=\"4\">CanonRF70-200mmF2.8LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row71\" class=\"row_heading level1 row71\" >70</th>\n",
       "      <td id=\"T_e19ea_row71_col0\" class=\"data row71 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row71_col1\" class=\"data row71 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row71_col2\" class=\"data row71 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row71_col3\" class=\"data row71 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row71_col4\" class=\"data row71 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row71_col5\" class=\"data row71 col5\" >3208</td>\n",
       "      <td id=\"T_e19ea_row71_col6\" class=\"data row71 col6\" >3987</td>\n",
       "      <td id=\"T_e19ea_row71_col7\" class=\"data row71 col7\" >4223</td>\n",
       "      <td id=\"T_e19ea_row71_col8\" class=\"data row71 col8\" >3833</td>\n",
       "      <td id=\"T_e19ea_row71_col9\" class=\"data row71 col9\" >3442</td>\n",
       "      <td id=\"T_e19ea_row71_col10\" class=\"data row71 col10\" >3052</td>\n",
       "      <td id=\"T_e19ea_row71_col11\" class=\"data row71 col11\" >2677</td>\n",
       "      <td id=\"T_e19ea_row71_col12\" class=\"data row71 col12\" >2303</td>\n",
       "      <td id=\"T_e19ea_row71_col13\" class=\"data row71 col13\" >1928</td>\n",
       "      <td id=\"T_e19ea_row71_col14\" class=\"data row71 col14\" >1630</td>\n",
       "      <td id=\"T_e19ea_row71_col15\" class=\"data row71 col15\" >1331</td>\n",
       "      <td id=\"T_e19ea_row71_col16\" class=\"data row71 col16\" >1032</td>\n",
       "      <td id=\"T_e19ea_row71_col17\" class=\"data row71 col17\" >744</td>\n",
       "      <td id=\"T_e19ea_row71_col18\" class=\"data row71 col18\" >456</td>\n",
       "      <td id=\"T_e19ea_row71_col19\" class=\"data row71 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row72\" class=\"row_heading level1 row72\" >100</th>\n",
       "      <td id=\"T_e19ea_row72_col0\" class=\"data row72 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row72_col1\" class=\"data row72 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row72_col2\" class=\"data row72 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row72_col3\" class=\"data row72 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row72_col4\" class=\"data row72 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row72_col5\" class=\"data row72 col5\" >3305</td>\n",
       "      <td id=\"T_e19ea_row72_col6\" class=\"data row72 col6\" >4740</td>\n",
       "      <td id=\"T_e19ea_row72_col7\" class=\"data row72 col7\" >4086</td>\n",
       "      <td id=\"T_e19ea_row72_col8\" class=\"data row72 col8\" >3653</td>\n",
       "      <td id=\"T_e19ea_row72_col9\" class=\"data row72 col9\" >3219</td>\n",
       "      <td id=\"T_e19ea_row72_col10\" class=\"data row72 col10\" >2785</td>\n",
       "      <td id=\"T_e19ea_row72_col11\" class=\"data row72 col11\" >2511</td>\n",
       "      <td id=\"T_e19ea_row72_col12\" class=\"data row72 col12\" >2237</td>\n",
       "      <td id=\"T_e19ea_row72_col13\" class=\"data row72 col13\" >1963</td>\n",
       "      <td id=\"T_e19ea_row72_col14\" class=\"data row72 col14\" >1667</td>\n",
       "      <td id=\"T_e19ea_row72_col15\" class=\"data row72 col15\" >1370</td>\n",
       "      <td id=\"T_e19ea_row72_col16\" class=\"data row72 col16\" >1073</td>\n",
       "      <td id=\"T_e19ea_row72_col17\" class=\"data row72 col17\" >766</td>\n",
       "      <td id=\"T_e19ea_row72_col18\" class=\"data row72 col18\" >460</td>\n",
       "      <td id=\"T_e19ea_row72_col19\" class=\"data row72 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row73\" class=\"row_heading level1 row73\" >135</th>\n",
       "      <td id=\"T_e19ea_row73_col0\" class=\"data row73 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row73_col1\" class=\"data row73 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row73_col2\" class=\"data row73 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row73_col3\" class=\"data row73 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row73_col4\" class=\"data row73 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row73_col5\" class=\"data row73 col5\" >3982</td>\n",
       "      <td id=\"T_e19ea_row73_col6\" class=\"data row73 col6\" >3905</td>\n",
       "      <td id=\"T_e19ea_row73_col7\" class=\"data row73 col7\" >3113</td>\n",
       "      <td id=\"T_e19ea_row73_col8\" class=\"data row73 col8\" >3060</td>\n",
       "      <td id=\"T_e19ea_row73_col9\" class=\"data row73 col9\" >3008</td>\n",
       "      <td id=\"T_e19ea_row73_col10\" class=\"data row73 col10\" >2956</td>\n",
       "      <td id=\"T_e19ea_row73_col11\" class=\"data row73 col11\" >2748</td>\n",
       "      <td id=\"T_e19ea_row73_col12\" class=\"data row73 col12\" >2541</td>\n",
       "      <td id=\"T_e19ea_row73_col13\" class=\"data row73 col13\" >2334</td>\n",
       "      <td id=\"T_e19ea_row73_col14\" class=\"data row73 col14\" >1974</td>\n",
       "      <td id=\"T_e19ea_row73_col15\" class=\"data row73 col15\" >1613</td>\n",
       "      <td id=\"T_e19ea_row73_col16\" class=\"data row73 col16\" >1252</td>\n",
       "      <td id=\"T_e19ea_row73_col17\" class=\"data row73 col17\" >857</td>\n",
       "      <td id=\"T_e19ea_row73_col18\" class=\"data row73 col18\" >462</td>\n",
       "      <td id=\"T_e19ea_row73_col19\" class=\"data row73 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row74\" class=\"row_heading level1 row74\" >200</th>\n",
       "      <td id=\"T_e19ea_row74_col0\" class=\"data row74 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row74_col1\" class=\"data row74 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row74_col2\" class=\"data row74 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row74_col3\" class=\"data row74 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row74_col4\" class=\"data row74 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row74_col5\" class=\"data row74 col5\" >1423</td>\n",
       "      <td id=\"T_e19ea_row74_col6\" class=\"data row74 col6\" >2629</td>\n",
       "      <td id=\"T_e19ea_row74_col7\" class=\"data row74 col7\" >3898</td>\n",
       "      <td id=\"T_e19ea_row74_col8\" class=\"data row74 col8\" >3776</td>\n",
       "      <td id=\"T_e19ea_row74_col9\" class=\"data row74 col9\" >3654</td>\n",
       "      <td id=\"T_e19ea_row74_col10\" class=\"data row74 col10\" >3532</td>\n",
       "      <td id=\"T_e19ea_row74_col11\" class=\"data row74 col11\" >3137</td>\n",
       "      <td id=\"T_e19ea_row74_col12\" class=\"data row74 col12\" >2742</td>\n",
       "      <td id=\"T_e19ea_row74_col13\" class=\"data row74 col13\" >2347</td>\n",
       "      <td id=\"T_e19ea_row74_col14\" class=\"data row74 col14\" >1957</td>\n",
       "      <td id=\"T_e19ea_row74_col15\" class=\"data row74 col15\" >1566</td>\n",
       "      <td id=\"T_e19ea_row74_col16\" class=\"data row74 col16\" >1176</td>\n",
       "      <td id=\"T_e19ea_row74_col17\" class=\"data row74 col17\" >794</td>\n",
       "      <td id=\"T_e19ea_row74_col18\" class=\"data row74 col18\" >413</td>\n",
       "      <td id=\"T_e19ea_row74_col19\" class=\"data row74 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row75\" class=\"row_heading level0 row75\" rowspan=\"4\">CanonRF70-200mmF4LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row75\" class=\"row_heading level1 row75\" >70</th>\n",
       "      <td id=\"T_e19ea_row75_col0\" class=\"data row75 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col1\" class=\"data row75 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col2\" class=\"data row75 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col3\" class=\"data row75 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col4\" class=\"data row75 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col5\" class=\"data row75 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col6\" class=\"data row75 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row75_col7\" class=\"data row75 col7\" >2477</td>\n",
       "      <td id=\"T_e19ea_row75_col8\" class=\"data row75 col8\" >2402</td>\n",
       "      <td id=\"T_e19ea_row75_col9\" class=\"data row75 col9\" >2353</td>\n",
       "      <td id=\"T_e19ea_row75_col10\" class=\"data row75 col10\" >2305</td>\n",
       "      <td id=\"T_e19ea_row75_col11\" class=\"data row75 col11\" >1971</td>\n",
       "      <td id=\"T_e19ea_row75_col12\" class=\"data row75 col12\" >1637</td>\n",
       "      <td id=\"T_e19ea_row75_col13\" class=\"data row75 col13\" >1303</td>\n",
       "      <td id=\"T_e19ea_row75_col14\" class=\"data row75 col14\" >1217</td>\n",
       "      <td id=\"T_e19ea_row75_col15\" class=\"data row75 col15\" >1131</td>\n",
       "      <td id=\"T_e19ea_row75_col16\" class=\"data row75 col16\" >1045</td>\n",
       "      <td id=\"T_e19ea_row75_col17\" class=\"data row75 col17\" >771</td>\n",
       "      <td id=\"T_e19ea_row75_col18\" class=\"data row75 col18\" >496</td>\n",
       "      <td id=\"T_e19ea_row75_col19\" class=\"data row75 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row76\" class=\"row_heading level1 row76\" >100</th>\n",
       "      <td id=\"T_e19ea_row76_col0\" class=\"data row76 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col1\" class=\"data row76 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col2\" class=\"data row76 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col3\" class=\"data row76 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col4\" class=\"data row76 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col5\" class=\"data row76 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col6\" class=\"data row76 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row76_col7\" class=\"data row76 col7\" >1998</td>\n",
       "      <td id=\"T_e19ea_row76_col8\" class=\"data row76 col8\" >2113</td>\n",
       "      <td id=\"T_e19ea_row76_col9\" class=\"data row76 col9\" >2024</td>\n",
       "      <td id=\"T_e19ea_row76_col10\" class=\"data row76 col10\" >1936</td>\n",
       "      <td id=\"T_e19ea_row76_col11\" class=\"data row76 col11\" >1765</td>\n",
       "      <td id=\"T_e19ea_row76_col12\" class=\"data row76 col12\" >1594</td>\n",
       "      <td id=\"T_e19ea_row76_col13\" class=\"data row76 col13\" >1423</td>\n",
       "      <td id=\"T_e19ea_row76_col14\" class=\"data row76 col14\" >1279</td>\n",
       "      <td id=\"T_e19ea_row76_col15\" class=\"data row76 col15\" >1136</td>\n",
       "      <td id=\"T_e19ea_row76_col16\" class=\"data row76 col16\" >992</td>\n",
       "      <td id=\"T_e19ea_row76_col17\" class=\"data row76 col17\" >737</td>\n",
       "      <td id=\"T_e19ea_row76_col18\" class=\"data row76 col18\" >482</td>\n",
       "      <td id=\"T_e19ea_row76_col19\" class=\"data row76 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row77\" class=\"row_heading level1 row77\" >135</th>\n",
       "      <td id=\"T_e19ea_row77_col0\" class=\"data row77 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col1\" class=\"data row77 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col2\" class=\"data row77 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col3\" class=\"data row77 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col4\" class=\"data row77 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col5\" class=\"data row77 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col6\" class=\"data row77 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row77_col7\" class=\"data row77 col7\" >1442</td>\n",
       "      <td id=\"T_e19ea_row77_col8\" class=\"data row77 col8\" >1702</td>\n",
       "      <td id=\"T_e19ea_row77_col9\" class=\"data row77 col9\" >1616</td>\n",
       "      <td id=\"T_e19ea_row77_col10\" class=\"data row77 col10\" >1529</td>\n",
       "      <td id=\"T_e19ea_row77_col11\" class=\"data row77 col11\" >1461</td>\n",
       "      <td id=\"T_e19ea_row77_col12\" class=\"data row77 col12\" >1393</td>\n",
       "      <td id=\"T_e19ea_row77_col13\" class=\"data row77 col13\" >1325</td>\n",
       "      <td id=\"T_e19ea_row77_col14\" class=\"data row77 col14\" >1205</td>\n",
       "      <td id=\"T_e19ea_row77_col15\" class=\"data row77 col15\" >1086</td>\n",
       "      <td id=\"T_e19ea_row77_col16\" class=\"data row77 col16\" >967</td>\n",
       "      <td id=\"T_e19ea_row77_col17\" class=\"data row77 col17\" >710</td>\n",
       "      <td id=\"T_e19ea_row77_col18\" class=\"data row77 col18\" >452</td>\n",
       "      <td id=\"T_e19ea_row77_col19\" class=\"data row77 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row78\" class=\"row_heading level1 row78\" >200</th>\n",
       "      <td id=\"T_e19ea_row78_col0\" class=\"data row78 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col1\" class=\"data row78 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col2\" class=\"data row78 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col3\" class=\"data row78 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col4\" class=\"data row78 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col5\" class=\"data row78 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col6\" class=\"data row78 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row78_col7\" class=\"data row78 col7\" >1914</td>\n",
       "      <td id=\"T_e19ea_row78_col8\" class=\"data row78 col8\" >2877</td>\n",
       "      <td id=\"T_e19ea_row78_col9\" class=\"data row78 col9\" >2935</td>\n",
       "      <td id=\"T_e19ea_row78_col10\" class=\"data row78 col10\" >2994</td>\n",
       "      <td id=\"T_e19ea_row78_col11\" class=\"data row78 col11\" >2649</td>\n",
       "      <td id=\"T_e19ea_row78_col12\" class=\"data row78 col12\" >2303</td>\n",
       "      <td id=\"T_e19ea_row78_col13\" class=\"data row78 col13\" >1958</td>\n",
       "      <td id=\"T_e19ea_row78_col14\" class=\"data row78 col14\" >1675</td>\n",
       "      <td id=\"T_e19ea_row78_col15\" class=\"data row78 col15\" >1392</td>\n",
       "      <td id=\"T_e19ea_row78_col16\" class=\"data row78 col16\" >1110</td>\n",
       "      <td id=\"T_e19ea_row78_col17\" class=\"data row78 col17\" >786</td>\n",
       "      <td id=\"T_e19ea_row78_col18\" class=\"data row78 col18\" >463</td>\n",
       "      <td id=\"T_e19ea_row78_col19\" class=\"data row78 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row79\" class=\"row_heading level0 row79\" rowspan=\"3\">CanonRF800mmF11ISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row79\" class=\"row_heading level1 row79\" >800</th>\n",
       "      <td id=\"T_e19ea_row79_col0\" class=\"data row79 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col1\" class=\"data row79 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col2\" class=\"data row79 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col3\" class=\"data row79 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col4\" class=\"data row79 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col5\" class=\"data row79 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col6\" class=\"data row79 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col7\" class=\"data row79 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col8\" class=\"data row79 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col9\" class=\"data row79 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col10\" class=\"data row79 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col11\" class=\"data row79 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col12\" class=\"data row79 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col13\" class=\"data row79 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col14\" class=\"data row79 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col15\" class=\"data row79 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col16\" class=\"data row79 col16\" >681</td>\n",
       "      <td id=\"T_e19ea_row79_col17\" class=\"data row79 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col18\" class=\"data row79 col18\" >-</td>\n",
       "      <td id=\"T_e19ea_row79_col19\" class=\"data row79 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row80\" class=\"row_heading level1 row80\" >1120</th>\n",
       "      <td id=\"T_e19ea_row80_col0\" class=\"data row80 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col1\" class=\"data row80 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col2\" class=\"data row80 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col3\" class=\"data row80 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col4\" class=\"data row80 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col5\" class=\"data row80 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col6\" class=\"data row80 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col7\" class=\"data row80 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col8\" class=\"data row80 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col9\" class=\"data row80 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col10\" class=\"data row80 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col11\" class=\"data row80 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col12\" class=\"data row80 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col13\" class=\"data row80 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col14\" class=\"data row80 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col15\" class=\"data row80 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col16\" class=\"data row80 col16\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col17\" class=\"data row80 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row80_col18\" class=\"data row80 col18\" >274</td>\n",
       "      <td id=\"T_e19ea_row80_col19\" class=\"data row80 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row81\" class=\"row_heading level1 row81\" >1600</th>\n",
       "      <td id=\"T_e19ea_row81_col0\" class=\"data row81 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col1\" class=\"data row81 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col2\" class=\"data row81 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col3\" class=\"data row81 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col4\" class=\"data row81 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col5\" class=\"data row81 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col6\" class=\"data row81 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col7\" class=\"data row81 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col8\" class=\"data row81 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col9\" class=\"data row81 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col10\" class=\"data row81 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col11\" class=\"data row81 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col12\" class=\"data row81 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col13\" class=\"data row81 col13\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col14\" class=\"data row81 col14\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col15\" class=\"data row81 col15\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col16\" class=\"data row81 col16\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col17\" class=\"data row81 col17\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col18\" class=\"data row81 col18\" >-</td>\n",
       "      <td id=\"T_e19ea_row81_col19\" class=\"data row81 col19\" >98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row82\" class=\"row_heading level0 row82\" rowspan=\"2\">CanonRF800mmF5.6LISUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row82\" class=\"row_heading level1 row82\" >800</th>\n",
       "      <td id=\"T_e19ea_row82_col0\" class=\"data row82 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col1\" class=\"data row82 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col2\" class=\"data row82 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col3\" class=\"data row82 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col4\" class=\"data row82 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col5\" class=\"data row82 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col6\" class=\"data row82 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col7\" class=\"data row82 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col8\" class=\"data row82 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col9\" class=\"data row82 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row82_col10\" class=\"data row82 col10\" >545</td>\n",
       "      <td id=\"T_e19ea_row82_col11\" class=\"data row82 col11\" >823</td>\n",
       "      <td id=\"T_e19ea_row82_col12\" class=\"data row82 col12\" >884</td>\n",
       "      <td id=\"T_e19ea_row82_col13\" class=\"data row82 col13\" >945</td>\n",
       "      <td id=\"T_e19ea_row82_col14\" class=\"data row82 col14\" >875</td>\n",
       "      <td id=\"T_e19ea_row82_col15\" class=\"data row82 col15\" >806</td>\n",
       "      <td id=\"T_e19ea_row82_col16\" class=\"data row82 col16\" >736</td>\n",
       "      <td id=\"T_e19ea_row82_col17\" class=\"data row82 col17\" >516</td>\n",
       "      <td id=\"T_e19ea_row82_col18\" class=\"data row82 col18\" >296</td>\n",
       "      <td id=\"T_e19ea_row82_col19\" class=\"data row82 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level1_row83\" class=\"row_heading level1 row83\" >1120</th>\n",
       "      <td id=\"T_e19ea_row83_col0\" class=\"data row83 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col1\" class=\"data row83 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col2\" class=\"data row83 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col3\" class=\"data row83 col3\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col4\" class=\"data row83 col4\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col5\" class=\"data row83 col5\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col6\" class=\"data row83 col6\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col7\" class=\"data row83 col7\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col8\" class=\"data row83 col8\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col9\" class=\"data row83 col9\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col10\" class=\"data row83 col10\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col11\" class=\"data row83 col11\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col12\" class=\"data row83 col12\" >-</td>\n",
       "      <td id=\"T_e19ea_row83_col13\" class=\"data row83 col13\" >326</td>\n",
       "      <td id=\"T_e19ea_row83_col14\" class=\"data row83 col14\" >486</td>\n",
       "      <td id=\"T_e19ea_row83_col15\" class=\"data row83 col15\" >572</td>\n",
       "      <td id=\"T_e19ea_row83_col16\" class=\"data row83 col16\" >659</td>\n",
       "      <td id=\"T_e19ea_row83_col17\" class=\"data row83 col17\" >484</td>\n",
       "      <td id=\"T_e19ea_row83_col18\" class=\"data row83 col18\" >310</td>\n",
       "      <td id=\"T_e19ea_row83_col19\" class=\"data row83 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row84\" class=\"row_heading level0 row84\" >CanonRF85mmF1.2LUSM</th>\n",
       "      <th id=\"T_e19ea_level1_row84\" class=\"row_heading level1 row84\" >85</th>\n",
       "      <td id=\"T_e19ea_row84_col0\" class=\"data row84 col0\" >3965</td>\n",
       "      <td id=\"T_e19ea_row84_col1\" class=\"data row84 col1\" >4644</td>\n",
       "      <td id=\"T_e19ea_row84_col2\" class=\"data row84 col2\" >4877</td>\n",
       "      <td id=\"T_e19ea_row84_col3\" class=\"data row84 col3\" >5110</td>\n",
       "      <td id=\"T_e19ea_row84_col4\" class=\"data row84 col4\" >4994</td>\n",
       "      <td id=\"T_e19ea_row84_col5\" class=\"data row84 col5\" >4878</td>\n",
       "      <td id=\"T_e19ea_row84_col6\" class=\"data row84 col6\" >4488</td>\n",
       "      <td id=\"T_e19ea_row84_col7\" class=\"data row84 col7\" >4097</td>\n",
       "      <td id=\"T_e19ea_row84_col8\" class=\"data row84 col8\" >3785</td>\n",
       "      <td id=\"T_e19ea_row84_col9\" class=\"data row84 col9\" >3473</td>\n",
       "      <td id=\"T_e19ea_row84_col10\" class=\"data row84 col10\" >3161</td>\n",
       "      <td id=\"T_e19ea_row84_col11\" class=\"data row84 col11\" >2765</td>\n",
       "      <td id=\"T_e19ea_row84_col12\" class=\"data row84 col12\" >2368</td>\n",
       "      <td id=\"T_e19ea_row84_col13\" class=\"data row84 col13\" >1972</td>\n",
       "      <td id=\"T_e19ea_row84_col14\" class=\"data row84 col14\" >1642</td>\n",
       "      <td id=\"T_e19ea_row84_col15\" class=\"data row84 col15\" >1312</td>\n",
       "      <td id=\"T_e19ea_row84_col16\" class=\"data row84 col16\" >982</td>\n",
       "      <td id=\"T_e19ea_row84_col17\" class=\"data row84 col17\" >703</td>\n",
       "      <td id=\"T_e19ea_row84_col18\" class=\"data row84 col18\" >424</td>\n",
       "      <td id=\"T_e19ea_row84_col19\" class=\"data row84 col19\" >-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e19ea_level0_row85\" class=\"row_heading level0 row85\" >CanonRF85mmF2MacroISSTM</th>\n",
       "      <th id=\"T_e19ea_level1_row85\" class=\"row_heading level1 row85\" >85</th>\n",
       "      <td id=\"T_e19ea_row85_col0\" class=\"data row85 col0\" >-</td>\n",
       "      <td id=\"T_e19ea_row85_col1\" class=\"data row85 col1\" >-</td>\n",
       "      <td id=\"T_e19ea_row85_col2\" class=\"data row85 col2\" >-</td>\n",
       "      <td id=\"T_e19ea_row85_col3\" class=\"data row85 col3\" >2502</td>\n",
       "      <td id=\"T_e19ea_row85_col4\" class=\"data row85 col4\" >2713</td>\n",
       "      <td id=\"T_e19ea_row85_col5\" class=\"data row85 col5\" >3010</td>\n",
       "      <td id=\"T_e19ea_row85_col6\" class=\"data row85 col6\" >3408</td>\n",
       "      <td id=\"T_e19ea_row85_col7\" class=\"data row85 col7\" >3806</td>\n",
       "      <td id=\"T_e19ea_row85_col8\" class=\"data row85 col8\" >3540</td>\n",
       "      <td id=\"T_e19ea_row85_col9\" class=\"data row85 col9\" >3274</td>\n",
       "      <td id=\"T_e19ea_row85_col10\" class=\"data row85 col10\" >3008</td>\n",
       "      <td id=\"T_e19ea_row85_col11\" class=\"data row85 col11\" >2709</td>\n",
       "      <td id=\"T_e19ea_row85_col12\" class=\"data row85 col12\" >2409</td>\n",
       "      <td id=\"T_e19ea_row85_col13\" class=\"data row85 col13\" >2110</td>\n",
       "      <td id=\"T_e19ea_row85_col14\" class=\"data row85 col14\" >1770</td>\n",
       "      <td id=\"T_e19ea_row85_col15\" class=\"data row85 col15\" >1430</td>\n",
       "      <td id=\"T_e19ea_row85_col16\" class=\"data row85 col16\" >1091</td>\n",
       "      <td id=\"T_e19ea_row85_col17\" class=\"data row85 col17\" >750</td>\n",
       "      <td id=\"T_e19ea_row85_col18\" class=\"data row85 col18\" >410</td>\n",
       "      <td id=\"T_e19ea_row85_col19\" class=\"data row85 col19\" >-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x216c228fd90>"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from matplotlib import colors\n",
    "\n",
    "def background_gradient(s, m, M, cmap='PuBu', low=0, high=0):\n",
    "    rng = M - m\n",
    "    norm = colors.Normalize(m - (rng * low),\n",
    "                            M + (rng * high))\n",
    "    normed = norm(s.values)\n",
    "    c = [colors.rgb2hex(x) for x in plt.cm.get_cmap(cmap)(normed)]\n",
    "    return ['background-color: %s' % color for color in c]\n",
    "\n",
    "def fmt(s):\n",
    "    if s > 0:\n",
    "        return f\"{s:.0f}\"\n",
    "    return \"-\"\n",
    "\n",
    "# we use the laplacian sharpness / gradient\n",
    "ddata = data.SP.reset_index(level=[\"aperture\", \"focal_length\"], drop=True)\n",
    "\n",
    "# we\n",
    "d2data = ddata.xs(\"Crop1\", level=-1).xs(\"CanonEOSR5\", level=1).unstack(\"aperture_float\").sort_index(axis=1).sort_values([\"title\"])\n",
    "d2data.columns = d2data.columns.map(lambda f: f\"{f:.1f}\")\n",
    "\n",
    "d2data.sort_index().interpolate(axis=1, limit=2, limit_area=\"inside\").fillna(0).sort_values([\"title\", \"focal_length_int\"]).style.apply(background_gradient,\n",
    "               cmap='viridis',\n",
    "               m=0,\n",
    "               M=4000,\n",
    "               low=0,\n",
    "               high=0).format(fmt)"
   ]
  }
 ],
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