Work_with_API_7_dop.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aeeb9edc",
   "metadata": {},
   "source": [
    "В рамках дополнительного проекта попробуем освоить API, позволяющий получать данные о музейных коллекциях. Это задание может пригодиться для большего понимания того, какими способами можно собирать и обрабатывать данные, например, для собственного проекта или другой рабочей задачи. Также вы можете более глубоко изучить документацию, чтобы потом исследовать другие интересные для себя вопросы по полученным данным :)\n",
    "\n",
    "Описание API\n",
    "Документация: https://metmuseum.github.io\n",
    "\n",
    "Ключ: для использования выбранного API (на момент написания задания) ключ не требуется :)\n",
    "\n",
    "Всего есть 4 основных раздела:\n",
    "\n",
    "Объекты (Objects)\n",
    "Объект (Object) – данные об объекте (например, о картине)\n",
    "Департаменты (Departments) –  данные о департаменте/разделе (например, \"Современное искусство\") \n",
    "Поиск (Search) – используется для поиска\n",
    "В рамках задач поработаем с блоками Object и Search."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e4cb8035",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d6649d1",
   "metadata": {},
   "source": [
    "Задача – найти все произведения, связанные с подсолнухами. Выполните поиск по слову \"sunflowers\". Внимательно посмотрите на формат ответа и сохраните id полученных объектов в список sunflower_ids."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e4b2b91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get('https://collectionapi.metmuseum.org/public/collection/v1/search?q=sunflowers')\n",
    "res = r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6334b772",
   "metadata": {},
   "outputs": [],
   "source": [
    "sunflower_ids=res['objectIDs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "cb954c94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[436524,\n",
       " 484935,\n",
       " 437112,\n",
       " 210191,\n",
       " 431264,\n",
       " 397949,\n",
       " 656530,\n",
       " 480725,\n",
       " 486590,\n",
       " 375281,\n",
       " 485308,\n",
       " 705155,\n",
       " 11922,\n",
       " 2032,\n",
       " 816522,\n",
       " 343052,\n",
       " 20141,\n",
       " 208554,\n",
       " 403496,\n",
       " 2019,\n",
       " 360837,\n",
       " 207869,\n",
       " 437115,\n",
       " 400581,\n",
       " 423400,\n",
       " 707887,\n",
       " 223828,\n",
       " 682927,\n",
       " 57922,\n",
       " 649813,\n",
       " 79739,\n",
       " 193938,\n",
       " 339347,\n",
       " 208218,\n",
       " 437984,\n",
       " 202228,\n",
       " 436534,\n",
       " 761604,\n",
       " 437329,\n",
       " 436252,\n",
       " 436580,\n",
       " 363282,\n",
       " 190739,\n",
       " 207753,\n",
       " 437526,\n",
       " 347980,\n",
       " 822570,\n",
       " 487043,\n",
       " 203893,\n",
       " 367434,\n",
       " 423237,\n",
       " 839296,\n",
       " 262423,\n",
       " 367817,\n",
       " 13644,\n",
       " 820022,\n",
       " 648617,\n",
       " 761731,\n",
       " 814626,\n",
       " 207967,\n",
       " 626832,\n",
       " 262430,\n",
       " 262428,\n",
       " 704667,\n",
       " 696949,\n",
       " 707697,\n",
       " 205386,\n",
       " 262378,\n",
       " 426804,\n",
       " 664519,\n",
       " 436121,\n",
       " 436529,\n",
       " 633526,\n",
       " 747779,\n",
       " 369073,\n",
       " 436144,\n",
       " 852414,\n",
       " 427872,\n",
       " 436530,\n",
       " 436535,\n",
       " 437980,\n",
       " 724844,\n",
       " 834585,\n",
       " 834580,\n",
       " 834765]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sunflower_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "319bc4cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "list=[436524,16822570,20149,437329,2032]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "76a8fe12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sunflower_ids in list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b24f7b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[436524, 2032, 437329]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y=[]\n",
    "for x in sunflower_ids:\n",
    "    if x in list:\n",
    "        y.append(x)\n",
    "\n",
    "y\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1391463",
   "metadata": {},
   "source": [
    "Отлично! На предыдущем шаге мы получили результаты поиска. Следущий этап – собрать информацию об этих объектах."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "64be4d25",
   "metadata": {},
   "outputs": [],
   "source": [
    "r_test = requests.get(f'https://collectionapi.metmuseum.org/public/collection/v1/objects/437980')\n",
    "obj_test = r_test.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "3a065943",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'objectID': 437980,\n",
       " 'isHighlight': False,\n",
       " 'accessionNumber': '49.30',\n",
       " 'accessionYear': '1949',\n",
       " 'isPublicDomain': True,\n",
       " 'primaryImage': 'https://images.metmuseum.org/CRDImages/ep/original/DP130999.jpg',\n",
       " 'primaryImageSmall': 'https://images.metmuseum.org/CRDImages/ep/web-large/DP130999.jpg',\n",
       " 'additionalImages': [],\n",
       " 'constituents': [{'constituentID': 161947,\n",
       "   'role': 'Artist',\n",
       "   'name': 'Vincent van Gogh',\n",
       "   'constituentULAN_URL': 'http://vocab.getty.edu/page/ulan/500115588',\n",
       "   'constituentWikidata_URL': 'https://www.wikidata.org/wiki/Q5582',\n",
       "   'gender': ''}],\n",
       " 'department': 'European Paintings',\n",
       " 'objectName': 'Painting',\n",
       " 'title': 'Cypresses',\n",
       " 'culture': '',\n",
       " 'period': '',\n",
       " 'dynasty': '',\n",
       " 'reign': '',\n",
       " 'portfolio': '',\n",
       " 'artistRole': 'Artist',\n",
       " 'artistPrefix': '',\n",
       " 'artistDisplayName': 'Vincent van Gogh',\n",
       " 'artistDisplayBio': 'Dutch, Zundert 1853–1890 Auvers-sur-Oise',\n",
       " 'artistSuffix': '',\n",
       " 'artistAlphaSort': 'Gogh, Vincent van',\n",
       " 'artistNationality': 'Dutch',\n",
       " 'artistBeginDate': '1853',\n",
       " 'artistEndDate': '1890',\n",
       " 'artistGender': '',\n",
       " 'artistWikidata_URL': 'https://www.wikidata.org/wiki/Q5582',\n",
       " 'artistULAN_URL': 'http://vocab.getty.edu/page/ulan/500115588',\n",
       " 'objectDate': '1889',\n",
       " 'objectBeginDate': 1889,\n",
       " 'objectEndDate': 1889,\n",
       " 'medium': 'Oil on canvas',\n",
       " 'dimensions': '36 3/4 x 29 1/8 in. (93.4 x 74 cm)',\n",
       " 'measurements': [{'elementName': 'Other',\n",
       "   'elementDescription': 'glass',\n",
       "   'elementMeasurements': {'Height': 94.29769, 'Width': 76.517654}},\n",
       "  {'elementName': 'Overall',\n",
       "   'elementDescription': None,\n",
       "   'elementMeasurements': {'Height': 93.4, 'Width': 74}},\n",
       "  {'elementName': 'Frame',\n",
       "   'elementDescription': None,\n",
       "   'elementMeasurements': {'Depth': 10.795,\n",
       "    'Height': 116.2052,\n",
       "    'Width': 96.5202}}],\n",
       " 'creditLine': 'Rogers Fund, 1949',\n",
       " 'geographyType': '',\n",
       " 'city': '',\n",
       " 'state': '',\n",
       " 'county': '',\n",
       " 'country': '',\n",
       " 'region': '',\n",
       " 'subregion': '',\n",
       " 'locale': '',\n",
       " 'locus': '',\n",
       " 'excavation': '',\n",
       " 'river': '',\n",
       " 'classification': 'Paintings',\n",
       " 'rightsAndReproduction': '',\n",
       " 'linkResource': '',\n",
       " 'metadataDate': '2022-03-10T05:08:29.907Z',\n",
       " 'repository': 'Metropolitan Museum of Art, New York, NY',\n",
       " 'objectURL': 'https://www.metmuseum.org/art/collection/search/437980',\n",
       " 'tags': [{'term': 'Landscapes',\n",
       "   'AAT_URL': 'http://vocab.getty.edu/page/aat/300132294',\n",
       "   'Wikidata_URL': 'https://www.wikidata.org/wiki/Q191163'},\n",
       "  {'term': 'Cypresses',\n",
       "   'AAT_URL': 'http://vocab.getty.edu/page/aat/300343641',\n",
       "   'Wikidata_URL': 'https://www.wikidata.org/wiki/Q146911'}],\n",
       " 'objectWikidata_URL': 'https://www.wikidata.org/wiki/Q867510',\n",
       " 'isTimelineWork': True,\n",
       " 'GalleryNumber': '825'}"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "839b4788",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_test['period']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fb297d1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_test.get('culture')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82a9f4cd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1768f11e",
   "metadata": {},
   "source": [
    "Теперь напишите цикл, с помощью которого будет собрана информация об объектах, которые были получены на 2 шаге. Результаты запишите в датафрейм, а именно – следующие параметры:\n",
    "Сколько объектов относятся к японской культуре? (culture –Japan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "d73bd541",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "incorrect data\n",
      "incorrect data\n",
      "incorrect data\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "i=0\n",
    "for x in sunflower_ids:\n",
    "    y='https://collectionapi.metmuseum.org/public/collection/v1/objects/'+str(x)\n",
    "    # print(y)\n",
    "    r_test = requests.get(y)\n",
    "    obj_test = r_test.json()\n",
    "    try:\n",
    "        if obj_test['culture']==\"Japan\":\n",
    "            i+=1\n",
    "            print(i)\n",
    "    except:\n",
    "        print('incorrect data')\n",
    "print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adfe6d44",
   "metadata": {},
   "source": [
    "Теперь попробуем построить более сложный запрос с помощью секции \"Search\"! На этот раз параметры необходимо передать через \"&\", например, departmentId (id департамента – 1) и q (ключевое слово – cat):\n",
    "\n",
    "r = requests.get('https://collectionapi.metmuseum.org/public/collection/v1/search?departmentId=1&q=cat')\n",
    "cats = r.json()\n",
    "\n",
    "Выполните поисковый запрос для департамента \"Asian art\" (departmentId = 6) с тегом \"cat\" и запишите id объектов в cat_ids. Используйте цикл из шага 4, чтобы получить данные о первой 1000 объектов из списка.\n",
    "\n",
    "Note: выполнение цикла может занять некоторое время (~5 минут), поэтому проверять его работоспособность лучше на более маленькой выборке!\n",
    "\n",
    "В качестве ответа укажите, в каком периоде (period) было выполнено наибольшее количество работ, представленных в музее?\n",
    "Timurid period (1370–1507)\n",
    "Edo period (1615–1868)\n",
    "Tang dynasty (618–907)\n",
    "Meiji period (1868–1912)\n",
    "Период чаще всего не указан"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "c60cd201",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get('https://collectionapi.metmuseum.org/public/collection/v1/search?departmentId=6&q=cat')\n",
    "cat = r.json()\n",
    "cat_ids=cat['objectIDs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "ba7ce231",
   "metadata": {},
   "outputs": [],
   "source": [
    "j=0\n",
    "cat_f=[]\n",
    "while j<=999:\n",
    "    cat_f.append(cat_ids[j])\n",
    "    j+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1279b1e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(cat_f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "1296a72e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    \n",
      "2    Qing dynasty (1644–1911)\n",
      "3    Muromachi period (1392–1573)\n",
      "4    \n",
      "5    Song dynasty (960–1279) or later\n",
      "6    Qing dynasty (1644–1911)\n",
      "7    Edo period (1615–1868)\n",
      "8    Qing dynasty (1644–1911)\n",
      "9    Meiji period (1868–1912)\n",
      "10    Qing dynasty (1644–1911)\n",
      "11    Meiji period (1868–1912)\n",
      "12    Meiji period (1868–1912)\n",
      "13    Meiji period (1868–1912)\n",
      "14    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "15    Meiji period (1868–1912)\n",
      "16    Qing dynasty (1644–1911)\n",
      "17    Meiji period (1868–1912)\n",
      "18    Edo period (1615–1868)\n",
      "19    Edo period (1615–1868)\n",
      "20    Han dynasty (206 B.C.–A.D. 220)\n",
      "21    Edo period (1615–1868)\n",
      "22    Qing dynasty (1644–1911)\n",
      "23    Qing dynasty (1644–1911)\n",
      "24    \n",
      "25    Qing dynasty (1644–1911)\n",
      "26    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "27    \n",
      "28    \n",
      "29    Mon-Dvaravati period\n",
      "30    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "31    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "32    Khmer Empire (802–1431)\n",
      "33    Edo period (1615–1868)\n",
      "34    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "35    Edo period (1615–1868)\n",
      "36    pre-Angkor period\n",
      "37    Central Javanese period\n",
      "38    pre-Angkor period\n",
      "39    pre-Angkor period\n",
      "40    Edo period (1615–1868)\n",
      "41    Edo period (1615–1868)\n",
      "42    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "43    \n",
      "44    \n",
      "45    \n",
      "46    \n",
      "47    Edo period (1615–1868)\n",
      "48    Edo period (1615–1868)\n",
      "49    Han dynasty (206 B.C.–A.D. 220)\n",
      "50    Edo period (1615–1868)\n",
      "51    Han dynasty (206 B.C.–A.D. 220)\n",
      "52    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "53    \n",
      "54    Ming dynasty (?) (1368–1644)\n",
      "55    Edo period (1615–1868)\n",
      "56    Edo period (1615–1868)\n",
      "57    Qing dynasty (1644–1911)\n",
      "58    Meiji period (1868–1912)\n",
      "59    \n",
      "60    Qing dynasty (1644–1911)\n",
      "61    Edo period (1615–1868)\n",
      "62    Qing dynasty (1644–1911)\n",
      "63    Edo period (1615–1868)\n",
      "64    Edo period (1615–1868)\n",
      "65    Edo period (1615–1868)\n",
      "66    Edo period (1615–1868)\n",
      "67    Edo period (1615–1868)\n",
      "68    Edo period (1615–1868)\n",
      "69    Qing dynasty (1644–1911)\n",
      "70    Qing dynasty (1644–1911)\n",
      "71    Edo period (1615–1868)\n",
      "72    Ming dynasty (1368–1644)\n",
      "73    Qing dynasty (1644–1911)\n",
      "74    Qing dynasty (1644–1911)\n",
      "75    Edo period (1615–1868)\n",
      "76    Kushan period\n",
      "77    Edo period (1615–1868)\n",
      "78    \n",
      "79    late Tang (618–907)–Song (960–1279) dynasty\n",
      "80    Western Han dynasty (206 B.C.–A.D. 9)\n",
      "81    Eastern Han dynasty (25–200)\n",
      "82    pre-Angkor period\n",
      "83    \n",
      "84    \n",
      "85    Satavahana-Ikshvaku\n",
      "86    \n",
      "87    pre-Angkor period\n",
      "88    \n",
      "89    Edo period (1615–1868)\n",
      "90    Edo period (1615–1868)\n",
      "91    Edo period (1615–1868)\n",
      "92    Momoyama period (1573–1615)\n",
      "93    \n",
      "94    \n",
      "95    pre-Angkor period\n",
      "96    Edo period (1615–1868)\n",
      "97    Heian period (794–1185)\n",
      "98    Edo period (1615–1868)\n",
      "99    Edo period (1615–1868)\n",
      "100    Edo period (1615–1868)\n",
      "101    Edo period (1615–1868)\n",
      "102    Kamakura period (1185–1333)\n",
      "103    Momoyama period (1573–1615)\n",
      "104    Nanbokuchō period (1336–92)\n",
      "105    Edo period (1615–1868)\n",
      "106    Muromachi period (1392–1573)\n",
      "107    late Edo (1615–1868)–early Meiji (1868–1912) period\n",
      "108    Momoyama period (1573–1615)\n",
      "109    Muromachi period (1392–1573)\n",
      "110    Edo period (1615–1868)\n",
      "111    Edo period (1615–1868)\n",
      "112    Momoyama (1573–1615) or Edo (1615–1868) period\n",
      "113    Edo period (1615–1868)\n",
      "114    Kamakura period (1185–1333)\n",
      "115    Momoyama period (1573–1615)\n",
      "116    Muromachi period (1392–1573)\n",
      "117    Muromachi period (1392–1573)\n",
      "118    Edo period (1615–1868)\n",
      "119    Heisei period (1989–2019)\n",
      "120    Muromachi period (1392–1573)\n",
      "121    Edo period (1615–1868)\n",
      "122    Edo period (1615–1868)\n",
      "123    Edo period (1615–1868)\n",
      "124    Edo period (1615–1868)\n",
      "125    Muromachi period (1392–1573)\n",
      "126    Edo period (1615–1868)\n",
      "127    Edo period (1615–1868)\n",
      "128    Momoyama period (1573–1615)\n",
      "129    Nanbokuchō period (1336–92)\n",
      "130    Heian period (794–1185)\n",
      "131    Kamakura (1185–1333)–Nanbokuchō (1336–92) period\n",
      "132    Edo period (1615–1868)\n",
      "133    Kamakura period (1185–1333)\n",
      "134    Momoyama period (1573–1615)\n",
      "135    Edo period (1615–1868)\n",
      "136    Edo period (1615–1868)\n",
      "137    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "138    \n",
      "139    Edo period (1615–1868)\n",
      "140    Heian period (ca. 900–1185)\n",
      "141    Kamakura period (1185–1333)\n",
      "142    Yuan (1271–1368) or Ming dynasty (1368–1644)\n",
      "143    Kofun period (ca. 300–710)\n",
      "144    Kamakura period (1185–1333)\n",
      "145    Heian period (ca. 900–1185)\n",
      "146    Edo period (1615–1868)\n",
      "147    Edo period (1615–1868)\n",
      "148    Edo period (1615–1868)\n",
      "149    Edo period (1615–1868)\n",
      "150    Edo period (1615–1868)\n",
      "151    Edo period (1615–1868)\n",
      "152    Edo period (1615–1868)\n",
      "153    Ming dynasty (1368–1644)\n",
      "154    Ming dynasty (1368–1644)\n",
      "155    Edo period (1615–1868)\n",
      "156    Kamakura period (1185–1333)\n",
      "157    Momoyama period (1573–1615)\n",
      "158    Edo period (1615–1868)\n",
      "159    Edo period (1615–1868)\n",
      "160    Edo period (1615–1868)\n",
      "161    Edo period (1615–1868)\n",
      "162    Edo period (1615–1868)\n",
      "163    Edo period (1615–1868)\n",
      "164    Edo (1615–1868)–Meiji (1868–1912) period\n",
      "165    Edo (1615–1868)–Meiji (1868–1912) period\n",
      "166    Edo (1615–1868)–Meiji (1868–1912) period\n",
      "167    Edo period (1615–1868)\n",
      "168    Qing dynasty (1644–1911)\n",
      "169    Ming dynasty (1368–1644)\n",
      "170    Ming dynasty (1368–1644)\n",
      "171    Edo period (1615–1868)\n",
      "172    Edo period (1615–1868)\n",
      "173    Edo period (1615–1868)\n",
      "174    Heian period (794–1185)\n",
      "175    Edo period (1615–1868)\n",
      "176    Edo period (1615–1868)\n",
      "177    Qing dynasty (1644–1911)\n",
      "178    Ming dynasty (1368–1644)\n",
      "179    Edo period (1615–1868)\n",
      "180    \n",
      "181    Edo period (1615–1868)\n",
      "182    Kamakura period (1185–1333)\n",
      "183    Edo period (1615–1868)\n",
      "184    Edo period (1615–1868)\n",
      "185    Edo period (1615–1868)\n",
      "186    Edo period (1615–1868)\n",
      "187    Edo period (1615–1868)\n",
      "188    Yuan dynasty (1271–1368)\n",
      "189    \n",
      "190    \n",
      "191    \n",
      "192    \n",
      "193    Qing dynasty (1644–1911)\n",
      "194    Edo period (1615–1868)\n",
      "195    \n",
      "196    \n",
      "197    Edo period (1615–1868)\n",
      "198    \n",
      "199    Momoyama period (1573–1615)\n",
      "200    Edo period (1615–1868)\n",
      "201    Muromachi period (1392–1573)\n",
      "202    Edo period (1615–1868)\n",
      "203    Edo period (1615–1868)\n",
      "204    Edo period (1615–1868)\n",
      "205    Edo period (1615–1868)\n",
      "206    Edo period (1615–1868)\n",
      "207    Edo period (1615–1868)\n",
      "208    Edo period (1615–1868)\n",
      "209    Edo period (1615–1868)\n",
      "210    Edo period (1615–1868)\n",
      "211    Edo period (1615–1868)\n",
      "212    \n",
      "213    Muromachi period (1392–1573)\n",
      "214    Muromachi period (1392–1573)\n",
      "215    Edo period (1615–1868)\n",
      "216    \n",
      "217    \n",
      "218    Qing dynasty (1644–1911)\n",
      "219    Edo period (1615–1868)\n",
      "220    Muromachi period (1392–1573)\n",
      "221    Edo period (1615–1868)\n",
      "222    Edo period (1615–1868)\n",
      "223    Heian period (794–1185)\n",
      "224    Edo period (1615–1868)\n",
      "225    Momoyama period (1573–1615)\n",
      "226    Edo period (1615–1868)\n",
      "227    Edo period (1615–1868)\n",
      "228    Edo period (1615–1868)\n",
      "229    Edo period (1615–1868)\n",
      "230    Edo period (1615–1868)\n",
      "231    Edo period (1615–1868)\n",
      "232    Edo period (1615–1868)\n",
      "233    Edo period (1615–1868)\n",
      "234    Edo period (1615–1868)\n",
      "235    Joseon dynasty (1392–1910)\n",
      "236    Edo period (1615–1868)\n",
      "237    Edo period (1615–1868)\n",
      "238    Edo period (1615–1868)\n",
      "239    Edo period (1615–1868)\n",
      "240    Momoyama period (1573–1615)\n",
      "241    Muromachi period (1392–1573)\n",
      "242    Mon-Dvaravati period\n",
      "243    Kandyan period\n",
      "244    Qing dynasty (1644–1911)\n",
      "245    Late Ming (1368–1644)–early Qing (1644–1911) dynasty\n",
      "246    Edo period (1615–1868)\n",
      "247    Edo period (1615–1868)\n",
      "248    Momoyama period (1573–1615)\n",
      "249    Edo period (1615–1868)\n",
      "250    Edo period (1615–1868)\n",
      "251    \n",
      "252    Muromachi period (1392–1573)\n",
      "253    Edo period (1615–1868)\n",
      "254    Edo period (1615–1868)\n",
      "255    Muromachi period (1392–1573)\n",
      "256    Edo period (1615–1868)\n",
      "257    Kamakura period (1185–1333)\n",
      "258    Edo period (1615–1868)\n",
      "259    Heian period (794–1185)\n",
      "260    Momoyama period (1573–1615)\n",
      "261    Ming Dynasty (1368–1644)\n",
      "262    Edo period (1615–1868)\n",
      "263    Edo period (1615–1868)\n",
      "264    Edo period (1615–1868)\n",
      "265    Edo period (1615–1868)\n",
      "266    Edo period (1615–1868)\n",
      "267    Edo period (1615–1868)\n",
      "268    Edo period (1615–1868)\n",
      "269    \n",
      "270    \n",
      "271    Edo period (1615–1868)\n",
      "272    Central Javanese period\n",
      "273    Neolithic, Majiayao culture, Banshan phase\n",
      "274    Ming dynasty (1368–1644)\n",
      "275    Edo period (1615–1868)\n",
      "276    Edo period (1615–1868)\n",
      "277    Edo period (1615–1868)\n",
      "278    Momoyama period (1573–1615)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "279    Muromachi period (1392–1573)\n",
      "280    Nanbokuchō period (1336–92)\n",
      "281    Edo period (1615–1868)\n",
      "282    Edo period (1615–1868)\n",
      "283    Edo period (1615–1868)\n",
      "284    Edo period (1615–1868)\n",
      "285    Muromachi period (1392–1573)\n",
      "286    Goryeo dynasty (918–1392)\n",
      "287    Nanbokuchō period (1336–92)\n",
      "288    Qing dynasty (1644–1911)\n",
      "289    Muromachi period (1392–1573)\n",
      "290    Muromachi period (1392–1573)\n",
      "291    Muromachi period (1392–1573)\n",
      "292    Edo period (1615–1868)\n",
      "293    Edo period (1615–1868)\n",
      "294    Edo period (1615–1868)\n",
      "295    Muromachi period (1392–1573)\n",
      "296    Muromachi period (1392–1573)\n",
      "297    Edo period (1615–1868)\n",
      "298    Kamakura period (1185–1333)\n",
      "299    Edo period (1615–1868)\n",
      "300    Meiji period (1868–1912)\n",
      "301    Edo period (1615–1868)\n",
      "302    Edo period (1615–1868)\n",
      "303    Kamakura period (1185–1333)\n",
      "304    Qing dynasty (1644–1911)\n",
      "305    Qing dynasty (1644–1911)\n",
      "306    Muromachi period (1392–1573)\n",
      "307    Momoyama period (1573–1615)\n",
      "308    Edo period (1615–1868)\n",
      "309    Edo period (1615–1868)\n",
      "310    Edo period (1615–1868)\n",
      "311    Edo period (1615–1868)\n",
      "312    Chola period\n",
      "313    Yuan dynasty (1271–1368)\n",
      "314    possibly Northern Song dynasty (960–1127)\n",
      "315    Tang dynasty (618–907)\n",
      "316    Edo period (1615–1868)\n",
      "317    Nanbokuchō (1336–92)–Muromachi (1392–1573) period\n",
      "318    Ming dynasty (1368–1644), Yongle period (1403–24)\n",
      "319    pre-Angkor period\n",
      "320    Southern Song (1127–1279)–Yuan (1271–1368) dynasty\n",
      "321    Angkor period\n",
      "322    Angkor period\n",
      "323    Thakuri periods\n",
      "324    Liao dynasty (907–1125)\n",
      "325    Thakuri period\n",
      "326    Kofun period (ca. 3rd–7th century)\n",
      "327    Jomon period (ca. 10,500 B.C.–ca. 300 B.C.)\n",
      "328    Muromachi (1392–1573)\n",
      "329    Muromachi period (1392–1573)\n",
      "330    Yuan dynasty (1271–1368)\n",
      "331    Nanbokuchō period (1336–92)\n",
      "332    Qing dynasty (1644–1911)\n",
      "333    Momoyama period (1573–1615)\n",
      "334    Ming dynasty (1368–1644)\n",
      "335    Muromachi period (1392–1573)\n",
      "336    Edo period (1615–1868)\n",
      "337    Edo period (1615–1868)\n",
      "338    Edo period (1615–1868)\n",
      "339    Edo period (1615–1868)\n",
      "340    Edo period (1615–1868)\n",
      "341    Joseon dynasty (1392–1910)\n",
      "342    Momoyama period (1573–1615)\n",
      "343    Edo period (1615–1868)\n",
      "344    Heian period (794–1185)\n",
      "345    Heian period (794–1185)\n",
      "346    Edo period (1615–1868)\n",
      "347    Kamakura period (1185–1333)\n",
      "348    Edo period (1615–1868)\n",
      "349    Kamakura period (1185–1333)\n",
      "350    Yuan dynasty (1271–1368)\n",
      "351    Angkor period\n",
      "352    Edo period (1615–1868)\n",
      "353    Edo period (1615–1868)\n",
      "354    Edo period (1615–1868)\n",
      "355    Edo period (1615–1868)\n",
      "356    Jin dynasty (1115–1234)\n",
      "357    Edo period (1615–1868)\n",
      "358    \n",
      "359    Ming dynasty (1368–1644)\n",
      "360    Ming dynasty (1368–1644)\n",
      "361    Gupta period\n",
      "362    Han dynasty (206 B.C.–A.D. 220)\n",
      "363    Momoyama period (1573–1615)\n",
      "364    Edo period (1615–1868)\n",
      "365    Kamakura period (1185–1333)\n",
      "366    Edo period (1615–1868)\n",
      "367    Qing dynasty (1644–1911)\n",
      "368    Muromachi period (1392–1573)\n",
      "369    Edo period (1615–1868)\n",
      "370    Edo period (1615–1868)\n",
      "371    Edo period (1615–1868)\n",
      "372    Ming dynasty (1368–1644)\n",
      "373    Nanbokuchō period (1336–92)\n",
      "374    \n",
      "375    Asuka period (538–710)\n",
      "376    Edo period (1615–1868)\n",
      "377    Northern Wei dynasty (386–534)\n",
      "378    Yuan (1271–1368)–Ming dynasty (1368–1644)\n",
      "379    Tang dynasty (618–907)\n",
      "380    Shōwa period (1926–89)\n",
      "381    Six Dynasties (220–589)\n",
      "382    Northern Wei dynasty (386–534)\n",
      "383    Edo period (1615–1868)\n",
      "384    Ming dynasty (1368–1644)\n",
      "385    Ming dynasty (1368–1644), Wanli mark and period (1573–1620)\n",
      "386    \n",
      "387    Tang dynasty (618–907)\n",
      "388    Ming dynasty (1368–1644)\n",
      "389    Late Yuan (1271–1368) or early Ming (1368–1644) dynasty)\n",
      "390    Qing dynasty (1644–1911)\n",
      "391    Ming dynasty (1368–1644)\n",
      "392    Chola period (880–1279)\n",
      "393    Qing dynasty (1644–1911)\n",
      "394    Yuan (1271–1368)–Ming (1368–1644) dynasty\n",
      "395    Ming dynasty (1368–1644), Jiajing period (1522–66)\n",
      "396    Song (960–1279–Yuan (1271–1368) dynasty\n",
      "397    Ming dynasty (1368–1644)\n",
      "398    Ming dynasty (1368–1644)\n",
      "399    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "400    Song dynasty (960–1279)\n",
      "401    \n",
      "402    Northern Qi dynasty (550–577)\n",
      "403    Qing dynasty (1644–1911)\n",
      "404    \n",
      "405    Yuan dynasty (1271–1368)\n",
      "406    Yuan (1271–1368) to early Ming (1368–1644) dynasty\n",
      "407    Ming dynasty (1368–1644)\n",
      "408    Yuan dynasty (1271–1368)\n",
      "409    \n",
      "410    Mughal period (1526–1858)\n",
      "411    Qing dynasty (1644–1911)\n",
      "412    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "413    Joseon dynasty (1392–1910)\n",
      "414    Joseon dynasty (1392–1910)\n",
      "415    Joseon dynasty (1392–1910)\n",
      "416    Joseon dynasty (1392–1910)\n",
      "417    Joseon dynasty (1392–1910)\n",
      "418    Angkor period\n",
      "419    Muromachi period (1392–1573)\n",
      "420    Edo period (1615–1868)\n",
      "421    Yuan dynasty (1271–1368)\n",
      "422    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "423    Sui dynasty (581–618)\n",
      "424    Qing dynasty (1644–1911), Qianlong mark and period (1736–95)\n",
      "425    Northern Song dynasty (960–1127)\n",
      "426    \n",
      "427    late Northern Song (960–1127)–Jin (1115–1234) dynasty\n",
      "428    Tang dynasty (618–907)\n",
      "429    \n",
      "430    Shōwa period (1926–89)\n",
      "431    \n",
      "432    \n",
      "433    Northern Song dynasty (960–1127)\n",
      "434    Ming dynasty (1368–1644)\n",
      "435    \n",
      "436    Tang dynasty (618–907)\n",
      "437    Early Malla period\n",
      "438    late Joseon dynasty (1392–1910)\n",
      "439    Tang dynasty (618–907)\n",
      "440    Ming dynasty (1368–1644), Zhengde mark and period (1506–21)\n",
      "441    Ming dynasty (1368–1644)\n",
      "442    Ming dynasty (1368–1644), Chongzhen period (1628–44)\n",
      "443    Edo period (1615–1868)\n",
      "444    Ming dynasty (1368–1644), Xuande mark and period (1426–35)\n",
      "445    Ming dynasty (1368–1644), Jiajing mark and period (1522–66)\n",
      "446    Tang dynasty (618–907)\n",
      "447    Ming dynasty (1368–1644)\n",
      "448    Edo period (1615–1868)\n",
      "449    Qing dynasty (1368–1644), possibly Kangxi period (1662–1722)\n",
      "450    Edo period (1615–1868)\n",
      "451    \n",
      "452    Joseon dynasty (1392–1910)\n",
      "453    Qing dynasty (1644–1911)\n",
      "454    Edo period (1615–1868)\n",
      "455    Edo period (1615–1868)\n",
      "456    Qing dynasty (1644–1911)\n",
      "457    Nanbokuchō period (1336–92)\n",
      "458    Joseon dynasty (1392–1910)\n",
      "459    Qing dynasty (1644–1911)\n",
      "460    Qing dynasty (1644–1911)\n",
      "461    Kamakura period (1185–1333)\n",
      "462    Northern Wei (386–534)–Northern Qi (550–577) dynasty\n",
      "463    Yuan (1271–1368)–Ming (1368–1644) dynasty\n",
      "464    Northern Song dynasty (960–1127)\n",
      "465    Chola period (880–1279)\n",
      "466    \n",
      "467    Eastern Han dynasty (25–220), Xianbei culture\n",
      "468    Eastern Han dynasty (25–220), Xianbei culture\n",
      "469    Ming dynasty (1368–1644), Wanli period (1573–1620)\n",
      "470    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "471    Ming dynasty (1368–1644), Jiajing period (1522–66)\n",
      "472    Qing dynasty (1644–1911)\n",
      "473    Ming dynasty (1368–1644)\n",
      "474    Ming dynasty (1368–1644)\n",
      "475    Ming dynasty (1368–1644)\n",
      "476    Qing dynasty (1644–1911)\n",
      "477    Ming dynasty (1368–1644)\n",
      "478    Ming dynasty (1368–1644)\n",
      "479    Ming dynasty (1368–1644), Tianqi period (1621–27)\n",
      "480    Angkor period\n",
      "481    Goryeo dynasty (918–1392)\n",
      "482    Western Han dynasty (206 B.C.–A.D. 9)\n",
      "483    Kamakura period (1185–1333)\n",
      "484    Western Jin dynasty (265–316)\n",
      "485    Ming dynasty (1368–1644), Wanli mark and period (1573–1620)\n",
      "486    Ming dynasty (1368–1644), Jiajing period (1522–66)\n",
      "487    Sui (581–618)–Tang (618–907) dynasty\n",
      "488    Ming dynasty (1368–1644), Jiajing mark and period (1522–66)\n",
      "489    \n",
      "490    Northern Song dynasty (960–1127)\n",
      "491    \n",
      "492    \n",
      "493    \n",
      "494    \n",
      "495    \n",
      "496    \n",
      "497    \n",
      "498    \n",
      "499    \n",
      "500    \n",
      "501    \n",
      "502    \n",
      "503    \n",
      "504    \n",
      "505    \n",
      "506    \n",
      "507    Joseon dynasty (1392–1910)\n",
      "508    \n",
      "509    Qing dynasty (1644–1911)\n",
      "510    Thakuri period\n",
      "511    \n",
      "512    \n",
      "513    \n",
      "514    Dali kingdom (938–1253)\n",
      "515    Six Dynasties (220–589)\n",
      "516    Northern Qi dynasty (550–577)\n",
      "517    Northern Qi dynasty (550–577)\n",
      "518    Tang dynasty (618–907)\n",
      "519    Tang dynasty (618–907)\n",
      "520    Five Dynasties (907–60) or Liao dynasty (907–1125)\n",
      "521    Tang dynasty (618–907)\n",
      "522    Tang dynasty (618–907)\n",
      "523    Northern Wei dynasty (386–534)\n",
      "524    Northern Qi dynasty (550–577)\n",
      "525    Joseon dynasty (1392–1910)\n",
      "526    Ming dynasty (1368–1644), Chongzen period (1628–44)\n",
      "527    Qing dynasty (1644–1911)\n",
      "528    Ming dynasty (1368–1644)\n",
      "529    Qing dynasty (1644–1911), Kangxi period (1662–1722)\n",
      "530    Ming dynasty (1368–1644)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "531    Kushan period\n",
      "532    Ming dynasty (1368–1644)\n",
      "533    Yuan dynasty (1271–1368)\n",
      "534    Ming dynasty (1368–1644), Yongle mark and period (1403–24)\n",
      "535    Ming dynasty (1368–1644)\n",
      "536    Ming dynasty (1368–1644)\n",
      "537    Northern Qi dynasty (550–577)\n",
      "538    Dali kingdom (938–1253)\n",
      "539    Momoyama period (1573–1615)\n",
      "540    Edo period (1615–1868)\n",
      "541    Kamakura period (1185–1333)–Nanbokuchō period (1336–92)\n",
      "542    Ming dynasty (1368–1644)\n",
      "543    Edo period (1615–1868)\n",
      "544    Edo period (1615–1868)\n",
      "545    Ming dynasty (1368–1644)\n",
      "546    Ming dynasty (1368–1644)\n",
      "547    Nanbokuchō period (1336–92)\n",
      "548    Muromachi period (1392–1573)\n",
      "549    Nanbokuchō period (1336–92)\n",
      "550    Muromachi period (1392–1573)\n",
      "551    Qing dynasty (1644–1911)\n",
      "552    Qing dynasty (1644–1911)\n",
      "553    Chola period (880–1279)\n",
      "554    Ming dynasty (1368–1644)\n",
      "555    \n",
      "556    Ming dynasty (1368–1644)\n",
      "557    Ming dynasty (1368–1644), Xuande mark and period (1426–35)\n",
      "558    Ming dynasty (1368–1644), Chenghua period (1465–87)\n",
      "559    \n",
      "560    Southern Song dynasty (1127–1279)\n",
      "561    Qing dynasty (1644–1911), Qianlong period (1736–95)\n",
      "562    \n",
      "563    \n",
      "564    Heisei period (1989–2019)\n",
      "565    \n",
      "566    \n",
      "567    Ming dynasty (1368–1644)\n",
      "568    Ming dynasty (1368–1644)\n",
      "569    \n",
      "570    Tang dynasty (618–907)\n",
      "571    Yuan dynasty (1271–1368)\n",
      "572    \n",
      "573    Ming dynasty (1368–1644)\n",
      "574    Qing dynasty (1644–1911)\n",
      "575    Northern Wei dynasty (386–524)\n",
      "576    Ming dynasty (1368–1644), Chongzen period (1628–44)\n",
      "577    Shang dynasty–Western Zhou dynasty (1046–771 B.C.)\n",
      "578    Ming dynasty (1368–1644), Yongle period (1403–24)\n",
      "579    Ming dynasty (1368–1644), Yongle mark and period (1403–24)\n",
      "580    Five Dynasties (907–960)\n",
      "581    Qing dynasty (1644–1911)\n",
      "582    Southern Song dynasty (1127–1279)\n",
      "583    Ming dynasty (1368–1644), Chenghua period (1465–87)\n",
      "584    Yuan dynasty (1271–1368)\n",
      "585    Eastern Wei dynasty (534–550)\n",
      "586    Angkor period, Khmer style of the Baphuon\n",
      "587    \n",
      "588    Timurid period (1370–1507)\n",
      "589    \n",
      "590    Qing dynasty (1644–1911)\n",
      "591    Edo period (1615–1868)\n",
      "592    Ming dynasty (1368–1644)\n",
      "593    Yuan dynasty (1271–1368)\n",
      "594    Ming dynasty (1368–1644)\n",
      "595    Qing dynasty (1644–1911)\n",
      "596    Qing dynasty (1644–1911)\n",
      "597    Edo period (1615–1868)\n",
      "598    Kamakura period (1185–1333)\n",
      "599    Yuan (1271–1368)\n",
      "600    Ming dynasty (1368–1644)\n",
      "601    Edo period (1615–1868)\n",
      "602    Eastern Jin dynasty (317–420)\n",
      "603    Bronze and Iron Age period\n",
      "604    Southern Song (1127–1279)–Yuan (1271–1368) dynasty\n",
      "605    \n",
      "606    \n",
      "607    \n",
      "608    Tang dynasty (618–907)\n",
      "609    \n",
      "610    \n",
      "611    Shang dynasty (ca. 1600–1046 B.C.)\n",
      "612    Tang dynasty (618–907)\n",
      "613    Nanbokuchō period (1336–92)\n",
      "614    Muromachi period (1392–1573)\n",
      "615    Ming dynasty (1368–1644)\n",
      "616    Ming dynasty (1368–1644)\n",
      "617    Qing dynasty (1644–1911)\n",
      "618    Ming dynasty (1368–1644)\n",
      "619    Ming (1368–1644) or Qing dynasty (1644–1911)\n",
      "620    Ming dynasty (1368–1644)\n",
      "621    Heian period (794–1185)\n",
      "622    Kamakura period (1185–1333)\n",
      "623    Kamakura period (1185–1333)\n",
      "624    \n",
      "625    \n",
      "626    Shang dynasty (ca. 1500–1046 B.C.)\n",
      "627    Qing dynasty (1644–1911)\n",
      "628    Northern Qi dynasty (550–577)\n",
      "629    Kamakura period (1185–1333)\n",
      "630    Nanbokuchō period (1336–92)\n",
      "631    Ming dynasty (1368–1644), Yongle period (1403–24)\n",
      "632    Qing dynasty (1644–1911)\n",
      "633    Heian period (794–1185)\n",
      "634    Heian period (794–1185)\n",
      "635    Qing dynasty (1644–1911), Kangxi mark and period (1662–1722)\n",
      "636    Western Zhou dynasty (1046–771 B.C.)\n",
      "637    Liao dynasty (907–1125)\n",
      "638    Nanbokuchō period (1336–92)\n",
      "639    Ming dynasty (1368–1644)\n",
      "640    Nanbokuchō period (1336–92)\n",
      "641    Song dynasty (960–1279)\n",
      "642    Edo period (1615–1868)\n",
      "643    Edo period (1615–1868)\n",
      "644    Qing dynasty (1644–1911)\n",
      "645    Qing dynasty (1644–1911)\n",
      "646    Kamakura period (1185–1333)\n",
      "647    Western Zhou dynasty (1046–771 B.C.)\n",
      "648    Western Zhou dynasty (1046–771 B.C.)\n",
      "649    Western Zhou dynasty (1046–771 B.C.)\n",
      "650    Western Zhou dynasty (1046–771 B.C.)\n",
      "651    Western Zhou dynasty (1046–771 B.C.)\n",
      "652    Western Zhou dynasty (1046–771 B.C.)\n",
      "653    Western Zhou dynasty (1046–771 B.C.)\n",
      "654    Western Zhou dynasty (1046–771 B.C.)\n",
      "655    Ming dynasty(1368–1644), Xuande mark and period (1426–35)\n",
      "656    Thakuri period\n",
      "657    Ming dynasty (1368–1644)\n",
      "658    Northern Song dynasty (960–1127)\n",
      "659    Ming dynasty (1368–1644), Wanli period (1573–1620)\n",
      "660    \n",
      "661    \n",
      "662    \n",
      "663    \n",
      "664    \n",
      "665    \n",
      "666    Ming dynasty (1368–1644), Jiajing mark and period (1522–66)\n",
      "667    \n",
      "668    \n",
      "669    Jin dynasty (1115–1234)\n",
      "670    Republic period (1912–49)\n",
      "671    Republic period (1912–49)\n",
      "672    Northern Song dynasty (960–1127)\n",
      "673    Sui (581–618) or early Tang (618-907) dynasty\n",
      "674    Northern Wei period (386–534)\n",
      "675    Ming dynasty (1368–1644), Chongzhen period (1628–44)\n",
      "676    Jin dynasty 1115–1234)\n",
      "677    Tang dynasty (618–907)\n",
      "678    \n",
      "679    Kamakura period (1185–1333)\n",
      "680    Southern Song dynasty (1127–1279)\n",
      "681    Yuan dynasty (1271–1368)\n",
      "682    Edo period (1615–1868)\n",
      "683    Edo period (1615–1868)\n",
      "684    Edo period (1615–1868)\n",
      "685    Edo period (1615–1868)\n",
      "686    Edo period (1615–1868)\n",
      "687    Edo period (1615–1868)\n",
      "688    Edo period (1615–1868)\n",
      "689    Edo period (1615–1868)\n",
      "690    Edo period (1615–1868)\n",
      "691    Shunga period\n",
      "692    \n",
      "693    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "694    Meiji period (1868–1912)\n",
      "695    Edo period (1615–1868)\n",
      "696    Edo period (1615–1868)\n",
      "697    Edo period (1615–1868)\n",
      "698    Edo period (1615–1868)\n",
      "699    Edo period (1615–1868)\n",
      "700    Edo period (1615–1868)\n",
      "701    Edo period (1615–1868)\n",
      "702    Meiji period (1868–1912)\n",
      "703    Edo period (1615–1868)\n",
      "704    Edo period (1615–1868)\n",
      "705    Edo period (1615–1868)\n",
      "706    Edo period (1615–1868)\n",
      "707    Edo period (1615–1868)\n",
      "708    Edo period (1615–1868)\n",
      "709    Edo period (1615–1868)\n",
      "710    Edo period (1615–1868)\n",
      "711    Meiji period (1868–1912)\n",
      "712    Meiji period (1868–1912)\n",
      "713    Edo period (1615–1868)\n",
      "714    Meiji period (1868–1912)\n",
      "715    Meiji period (1868–1912)\n",
      "716    Edo period (1615–1868)\n",
      "717    Edo period (1615–1868)\n",
      "718    Edo period (1615–1868)\n",
      "719    Liao dynasty (907–1125)\n",
      "720    Northern Wei dynasty (386–534)\n",
      "721    Edo period (1615–1868)\n",
      "722    Western Zhou dynasty (1046–771 B.C.)\n",
      "723    Muromachi period (1392–1573)\n",
      "724    Song dynasty (960–1279)\n",
      "725    Ming dynasty (1368–1644)\n",
      "726    Edo period (1615–1868)\n",
      "727    Edo period (1615–1868)\n",
      "728    Edo period (1615–1868)\n",
      "729    Edo period (1615–1868)\n",
      "730    Edo period (1615–1868)\n",
      "731    Edo period (1615–1868)\n",
      "732    Edo period (1615–1868)\n",
      "733    Edo period (1615–1868)\n",
      "734    Edo period (1615–1868)\n",
      "735    Edo period (1615–1868)\n",
      "736    Edo period (1615–1868)\n",
      "737    Edo period (1615–1868)\n",
      "738    Edo period (1615–1868)\n",
      "739    Edo period (1615–1868)\n",
      "740    Edo period (1615–1868)\n",
      "741    Edo period (1615–1868)\n",
      "742    Edo period (1615–1868)\n",
      "743    Edo period (1615–1868)\n",
      "744    Edo period (1615–1868)\n",
      "745    Meiji period (1868–1912)\n",
      "746    Edo period (1615–1868)\n",
      "747    Edo period (1615–1868)\n",
      "748    Edo period (1615–1868)\n",
      "749    Edo period (1615–1868)\n",
      "750    Edo period (1615–1868)\n",
      "751    Edo period (1615–1868)\n",
      "752    Edo period (1615–1868)\n",
      "753    Edo period (1615–1868)\n",
      "754    Edo period (1615–1868)\n",
      "755    Edo period (1615–1868)\n",
      "756    Edo period (1615–1868)\n",
      "757    Edo period (1615–1868)\n",
      "758    Edo period (1615–1868)\n",
      "759    Edo period (1615–1868)\n",
      "760    Edo period (1615–1868)\n",
      "761    Edo period (1615–1868)\n",
      "762    Edo period (1615–1868)\n",
      "763    Edo period (1615–1868)\n",
      "764    Edo period (1615–1868)\n",
      "765    Edo period (1615–1868)\n",
      "766    Edo period (1615–1868)\n",
      "767    Edo period (1615–1868)\n",
      "768    Edo period (1615–1868)\n",
      "769    Edo period (1615–1868)\n",
      "770    Edo period (1615–1868)\n",
      "771    Edo period (1615–1868)\n",
      "772    Edo period (1615–1868)\n",
      "773    Edo period (1615–1868)\n",
      "774    Edo period (1615–1868)\n",
      "775    Edo period (1615–1868)\n",
      "776    Edo period (1615–1868)\n",
      "777    Edo period (1615–1868)\n",
      "778    Edo period (1615–1868)\n",
      "779    Edo period (1615–1868)\n",
      "780    Meiji period (1868–1912)\n",
      "781    Meiji period (1868–1912)\n",
      "782    Edo period (1615–1868)\n",
      "783    Edo period (1615–1868)\n",
      "784    Edo period (1615–1868)\n",
      "785    Edo period (1615–1868)\n",
      "786    Edo period (1615–1868)\n",
      "787    Edo period (1615–1868)\n",
      "788    Edo period (1615–1868)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "789    Edo period (1615–1868)\n",
      "790    Edo period (1615–1868)\n",
      "791    Edo period (1615–1868)\n",
      "792    Edo period (1615–1868)\n",
      "793    Edo period (1615–1868)\n",
      "794    Edo period (1615–1868)\n",
      "795    Edo period (1615–1868)\n",
      "796    Edo period (1615–1868)\n",
      "797    Edo period (1615–1868)\n",
      "798    Edo period (1615–1868)\n",
      "799    Edo period (1615–1868)\n",
      "800    Edo period (1615–1868)\n",
      "801    Edo period (1615–1868)\n",
      "802    Meiji period (1868–1912)\n",
      "803    Edo period (1615–1868)\n",
      "804    Edo period (1615–1868)\n",
      "805    Edo period (1615–1868)\n",
      "806    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "807    Edo period (1615–1868)\n",
      "808    Edo period (1615–1868)\n",
      "809    Edo period (1615–1868)\n",
      "810    Edo period (1615–1868)\n",
      "811    Edo period (1615–1868)\n",
      "812    Edo period (1615–1868)\n",
      "813    Meiji period (1868–1912)\n",
      "814    Edo period (1615–1868)\n",
      "815    Edo period (1615–1868)\n",
      "816    Edo period (1615–1868)\n",
      "817    Edo period (1615–1868)\n",
      "818    Edo period (1615–1868)\n",
      "819    Edo period (1615–1868)\n",
      "820    Edo period (1615–1868)\n",
      "821    Edo period (1615–1868)\n",
      "822    Edo period (1615–1868)\n",
      "823    Edo period (1615–1868)\n",
      "824    Edo period (1615–1868)\n",
      "825    Edo period (1615–1868)\n",
      "826    Edo period (1615–1868)\n",
      "827    Edo period (1615–1868)\n",
      "828    Muromachi period (1392–1573) or Momoyama period (1573–1615)\n",
      "829    Edo period (1615–1868)\n",
      "830    Edo period (1615–1868)\n",
      "831    Edo period (1615–1868)\n",
      "832    Edo period (1615–1868)\n",
      "833    Edo period (1615–1868)\n",
      "834    Edo period (1615–1868)\n",
      "835    Edo period (1615–1868)\n",
      "836    Edo period (1615–1868)\n",
      "837    Edo period (1615–1868)\n",
      "838    Edo period (1615–1868)\n",
      "839    Edo period (1615–1868)\n",
      "840    Edo period (1615–1868)\n",
      "841    Edo period (1615–1868)\n",
      "842    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "843    Edo period (1615–1868)\n",
      "844    Edo period (1615–1868)\n",
      "845    Edo period (1615–1868)\n",
      "846    Edo period (1615–1868)\n",
      "847    Edo period (1615–1868)\n",
      "848    Edo period (1615–1868)\n",
      "849    Edo period (1615–1868)\n",
      "850    Edo period (1615–1868)\n",
      "851    Edo period (1615–1868)\n",
      "852    Meiji period (1868–1912)\n",
      "853    Edo period (1615–1868)\n",
      "854    Edo period (1615–1868)\n",
      "855    Edo period (1615–1868)\n",
      "856    Edo period (1615–1868)\n",
      "857    Edo period (1615–1868)\n",
      "858    Edo period (1615–1868)\n",
      "859    Edo period (1615–1868)\n",
      "860    Edo period (1615–1868)\n",
      "861    Edo period (1615–1868)\n",
      "862    Edo period (1615–1868)\n",
      "863    Edo period (1615–1868)\n",
      "864    Edo period (1615–1868)\n",
      "865    Edo period (1615–1868)\n",
      "866    Edo period (1615–1868)\n",
      "867    Edo period (1615–1868)\n",
      "868    Edo period (1615–1868)\n",
      "869    Edo period (1615–1868)\n",
      "870    Edo period (1615–1868)\n",
      "871    Edo period (1615–1868)\n",
      "872    Edo period (1615–1868)\n",
      "873    Edo period (1615–1868)\n",
      "874    Meiji period (1868–1912)\n",
      "875    Edo period (1615–1868)\n",
      "876    Edo period (1615–1868)\n",
      "877    Edo period (1615–1868)\n",
      "878    Edo period (1615–1868)\n",
      "879    Edo period (1615–1868)\n",
      "880    Edo period (1615–1868)\n",
      "881    Edo period (1615–1868)\n",
      "882    Edo period (1615–1868)\n",
      "883    Edo period (1615–1868)\n",
      "884    Edo period (1615–1868)\n",
      "885    Edo period (1615–1868)\n",
      "886    Edo period (1615–1868)\n",
      "887    Edo period (1615–1868)\n",
      "888    Edo period (1615–1868)\n",
      "889    Edo period (1615–1868)\n",
      "890    Edo period (1615–1868)\n",
      "891    Edo period (1615–1868)\n",
      "892    Edo period (1615–1868)\n",
      "893    Edo period (1615–1868)\n",
      "894    Edo period (1615–1868)\n",
      "895    Edo period (1615–1868)\n",
      "896    Edo period (1615–1868)\n",
      "897    Edo period (1615–1868)\n",
      "898    Edo period (1615–1868)\n",
      "899    Edo period (1615–1868)\n",
      "900    Edo period (1615–1868)\n",
      "901    Edo period (1615–1868)\n",
      "902    Edo period (1615–1868)\n",
      "903    Edo period (1615–1868)\n",
      "904    Edo period (1615–1868)\n",
      "905    Edo period (1615–1868)\n",
      "906    Edo period (1615–1868)\n",
      "907    Edo period (1615–1868)\n",
      "908    Edo period (1615–1868)\n",
      "909    Edo period (1615–1868)\n",
      "910    Edo period (1615–1868)\n",
      "911    Edo period (1615–1868)\n",
      "912    Edo period (1615–1868)\n",
      "913    Edo period (1615–1868)\n",
      "914    Edo period (1615–1868)\n",
      "915    Edo period (1615–1868)\n",
      "916    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "917    Meiji period (1868–1912)\n",
      "918    Edo period (1615–1868)\n",
      "919    Edo period (1615–1868)\n",
      "920    Edo period (1615–1868)\n",
      "921    Edo period (1615–1868)\n",
      "922    Edo period (1615–1868)\n",
      "923    Edo period (1615–1868)\n",
      "924    Edo period (1615–1868)\n",
      "925    Edo period (1615–1868)\n",
      "926    Meiji period (1868–1912)\n",
      "927    Meiji period (1868–1912)\n",
      "928    Edo period (1615–1868)\n",
      "929    Edo period (1615–1868)\n",
      "930    Edo period (1615–1868)\n",
      "931    Edo period (1615–1868)\n",
      "932    Edo period (1615–1868)\n",
      "933    Edo period (1615–1868)\n",
      "934    Edo period (1615–1868)\n",
      "935    Edo period (1615–1868)\n",
      "936    Edo period (1615–1868)\n",
      "937    Edo period (1615–1868)\n",
      "938    Edo period (1615–1868)\n",
      "939    Edo period (1615–1868)\n",
      "940    Edo period (1615–1868)\n",
      "941    Edo period (1615–1868)\n",
      "942    Edo period (1615–1868)\n",
      "943    Edo period (1615–1868)\n",
      "944    Edo (1615–1868) or Meiji period (1868–1912)\n",
      "945    Edo period (1615–1868)\n",
      "946    Edo period (1615–1868)\n",
      "947    Edo period (1615–1868)\n",
      "948    Edo period (1615–1868)\n",
      "949    Edo period (1615–1868)\n",
      "950    Edo period (1615–1868)\n",
      "951    Edo period (1615–1868)\n",
      "952    Edo period (1615–1868)\n",
      "953    Edo period (1615–1868)\n",
      "954    Edo period (1615–1868)\n",
      "955    Edo period (1615–1868)\n",
      "956    Edo period (1615–1868)\n",
      "957    Edo period (1615–1868)\n",
      "958    Edo period (1615–1868)\n",
      "959    late Edo (1615–1868)-early Meiji period (1868–1912)\n",
      "960    Edo period (1615–1868)\n",
      "961    Edo period (1615–1868)\n",
      "962    Edo period (1615–1868)\n",
      "963    Edo period (1615–1868)\n",
      "964    Edo period (1615–1868)\n",
      "965    Edo period (1615–1868)\n",
      "966    Edo period (1615–1868)\n",
      "967    Meiji period (1868–1912)\n",
      "968    Edo period (1615–1868)\n",
      "969    Edo period (1615–1868)\n",
      "970    Edo period (1615–1868)\n",
      "971    Edo period (1615–1868)\n",
      "972    Edo period (1615–1868)\n",
      "973    Edo period (1615–1868)\n",
      "974    Edo period (1615–1868)\n",
      "975    Edo period (1615–1868)\n",
      "976    Edo period (1615–1868)\n",
      "977    Edo period (1615–1868)\n",
      "978    Edo period (1615–1868)\n",
      "979    Edo period (1615–1868)\n",
      "980    Edo period (1615–1868)\n",
      "981    Edo period (1615–1868)\n",
      "982    Edo period (1615–1868)\n",
      "983    Meiji period (1868–1912)\n",
      "984    Western Zhou dynasty (1046–771 B.C.)\n",
      "985    Edo period (1615–1868)\n",
      "986    Edo period (1615–1868)\n",
      "987    Edo period (1615–1868)\n",
      "988    Edo period (1615–1868)\n",
      "989    Edo period (1615–1868)\n",
      "990    Edo period (1615–1868)\n",
      "991    Edo period (1615–1868)\n",
      "992    Edo period (1615–1868)\n",
      "993    Edo period (1615–1868)\n",
      "994    Edo period (1615–1868)\n",
      "995    Edo period (1615–1868)\n",
      "996    Edo period (1615–1868)\n",
      "997    Shōwa period (1926–89)\n",
      "998    \n",
      "999    Edo period (1615–1868)\n",
      "1000    Edo period (1615–1868)\n"
     ]
    }
   ],
   "source": [
    "list_periods=[]\n",
    "i=0\n",
    "for x in cat_f:\n",
    "    y='https://collectionapi.metmuseum.org/public/collection/v1/objects/'+str(x)\n",
    "    # print(y)\n",
    "    r_test = requests.get(y)\n",
    "    obj_test = r_test.json()\n",
    "    i+=1\n",
    "    print(i,'  ',obj_test['period'])\n",
    "    list_periods.append(obj_test['period'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "b6bf7950",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'Periods':list_periods})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "16f2f553",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Periods                                                    \n",
       "Edo period (1615–1868)                                         456\n",
       "                                                                95\n",
       "Qing dynasty (1644–1911)                                        49\n",
       "Ming dynasty (1368–1644)                                        48\n",
       "Muromachi period (1392–1573)                                    30\n",
       "                                                              ... \n",
       "Mughal period (1526–1858)                                        1\n",
       "Ming dynasty(1368–1644), Xuande mark and period (1426–35)        1\n",
       "Ming dynasty (?) (1368–1644)                                     1\n",
       "Ming dynasty (1368–1644), Zhengde mark and period (1506–21)      1\n",
       "Momoyama (1573–1615) or Edo (1615–1868) period                   1\n",
       "Length: 116, dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "478732ae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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