14_wordpress-and-db-check.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "from datetime import datetime\n",
    "import dateutil\n",
    "import ipyplot\n",
    "import json\n",
    "import requests\n",
    "import time\n",
    "api_base = 'http://api.firewallcafe.com'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.get('https://firewallcafe.com/wp-json/wp/v2/search-result?per_page=25&page=1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "wp = r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'coronavirus-1582773676'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp[0]['slug']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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width: 150px; border: 2px solid #ddd;\"/></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ipyplot.plot_images(wp[0]['galleries'][0]['src'], img_width=150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2020-02-27T03:21:16'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp[0]['date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2020, 2, 27, 3, 21, 16)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dateutil.parser.parse(wp[0]['date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since there isn't an API endpoint to get searches by Wordpress ID, let's just scoop up all the searches first. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 5.2 seconds\n",
      "1 3.5 seconds\n",
      "2 3.4 seconds\n",
      "3 4.0 seconds\n",
      "4 3.4 seconds\n",
      "5 3.4 seconds\n",
      "6 3.4 seconds\n",
      "7 3.4 seconds\n",
      "8 2.3 seconds\n",
      "9 0.4 seconds\n"
     ]
    }
   ],
   "source": [
    "searches = []\n",
    "ts = time.time()\n",
    "for i in range(10):\n",
    "    j = requests.get(api_base + f\"/searches?page={i}&page_size=1000\").json()\n",
    "    searches += j\n",
    "    print(i, round(time.time()-ts,1), \"seconds\")\n",
    "    ts = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('all_searches.json', 'w') as f:\n",
    "    f.write(json.dumps(searches))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'search_id': 10060,\n",
       " 'search_timestamp': '1614731797243',\n",
       " 'search_location': 'automated_scraper',\n",
       " 'search_ip_address': '192.168.0.1',\n",
       " 'search_client_name': 'automated_scraper',\n",
       " 'search_engine_initial': None,\n",
       " 'search_engine_translation': None,\n",
       " 'search_term_initial': 'clubbing',\n",
       " 'search_term_initial_language_code': 'EN',\n",
       " 'search_term_initial_language_confidence': '1.0',\n",
       " 'search_term_initial_language_alternate_code': None,\n",
       " 'search_term_translation': '泡吧',\n",
       " 'search_term_translation_language_code': 'zh-CN',\n",
       " 'search_term_status_banned': False,\n",
       " 'search_term_status_sensitive': False,\n",
       " 'search_schema_initial': None,\n",
       " 'wordpress_search_term_popularity': None,\n",
       " 'wordpress_copyright_takedown': None,\n",
       " 'wordpress_unflattened': None,\n",
       " 'wordpress_regular_post_id': None,\n",
       " 'wordpress_search_result_post_id': None,\n",
       " 'wordpress_search_result_post_slug': None}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "searches[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "wp_ids = set([search['wordpress_regular_post_id'] for search in searches])\n",
    "wp_ids2 = set([search['wordpress_search_result_post_id'] for search in searches])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "282427"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp[0]['id']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wp[0]['id'] in wp_ids2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set([item['id'] for item in wp]) - wp_ids2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like all the IDs of what we got back from the Wordpress API are in the DB; the ID field we care about is called \"wordpress_search_result_post_id\" there.\n",
    "\n",
    "Now, how would we check that they have the same images?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'search_id': 5579,\n",
       " 'search_timestamp': '1582773676000',\n",
       " 'search_location': 'poughkeepsie',\n",
       " 'search_ip_address': None,\n",
       " 'search_client_name': 'Anonymous',\n",
       " 'search_engine_initial': 'google',\n",
       " 'search_engine_translation': 'baidu',\n",
       " 'search_term_initial': 'coronavirus',\n",
       " 'search_term_initial_language_code': 'en',\n",
       " 'search_term_initial_language_confidence': '0.5703125',\n",
       " 'search_term_initial_language_alternate_code': '',\n",
       " 'search_term_translation': '冠状病毒',\n",
       " 'search_term_translation_language_code': 'zh-CN',\n",
       " 'search_term_status_banned': False,\n",
       " 'search_term_status_sensitive': False,\n",
       " 'search_schema_initial': 2,\n",
       " 'wordpress_search_term_popularity': None,\n",
       " 'wordpress_copyright_takedown': None,\n",
       " 'wordpress_unflattened': None,\n",
       " 'wordpress_regular_post_id': None,\n",
       " 'wordpress_search_result_post_id': 282427,\n",
       " 'wordpress_search_result_post_slug': 'coronavirus-1582773676'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_search(wp_id):\n",
    "    results = [search for search in searches if search['wordpress_search_result_post_id'] == wp_id]\n",
    "    if len(results) != 1:\n",
    "        raise Exception(\"hmm, this doesn't seem to be the right length\", len(results), wp_id)\n",
    "    return results[0]\n",
    "get_search(wp[0]['id'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next step: request the images from the DB using that search ID, and see if they match the images from the Wordpress results. We're going to limit ourselves to Google for simplicity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting Wordpress images\n"
     ]
    },
    {
     "data": {
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width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">16</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://www.washingtonpost.com/resizer/cxYi2P2Rab1HMjtQ00qizcMK7pc=/1484x0/arc-anglerfish-washpost-prod-washpost.s3.amazonaws.com/public/IFR2MYEUSUI6PCP2XOBCURW2LM.jpg</h4><img src=\"https://www.washingtonpost.com/resizer/cxYi2P2Rab1HMjtQ00qizcMK7pc=/1484x0/arc-anglerfish-washpost-prod-washpost.s3.amazonaws.com/public/IFR2MYEUSUI6PCP2XOBCURW2LM.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">17</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://i.insider.com/5b0e876f1ae66247008b4861?width=938&format=jpeg</h4><img src=\"https://i.insider.com/5b0e876f1ae66247008b4861?width=938&format=jpeg\" style=\"margin: 1px; 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width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">10</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-11.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-11.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">11</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-12.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-12.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">12</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-13.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-13.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">13</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-14.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-14.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">14</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-15.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-15.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">15</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-16.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-16.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">16</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-17.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-17.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">17</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-18.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-18.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">18</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-19.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-19.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">19</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-20.jpg</h4><img src=\"https://firewallcafe.com/wp-content/uploads/2020/02/26/282263/google-1582773252-20.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting DB images\n"
     ]
    },
    {
     "data": {
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width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">8</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://cdn.britannica.com/26/116526-050-76C37BBC/Cathedral-of-St-Basil-the-Blessed-Moscow.jpg</h4><img src=\"https://cdn.britannica.com/26/116526-050-76C37BBC/Cathedral-of-St-Basil-the-Blessed-Moscow.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">9</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://cmkt-image-prd.freetls.fastly.net/0.1.0/ps/7449720/910/607/m2/fpnw/wm1/xwbqckwpi6lgv6wnacv8rzjejnvtue9hk5whpupiex4qcklrtopaawpgsbbi6d2c-.jpg?1576083775&s=97493fc81949e3bdc3736d256593649e</h4><img src=\"https://cmkt-image-prd.freetls.fastly.net/0.1.0/ps/7449720/910/607/m2/fpnw/wm1/xwbqckwpi6lgv6wnacv8rzjejnvtue9hk5whpupiex4qcklrtopaawpgsbbi6d2c-.jpg?1576083775&s=97493fc81949e3bdc3736d256593649e\" style=\"margin: 1px; 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for search in wp[:5]:\n",
    "    search_db = get_search(search['id'])\n",
    "    if search_db['wordpress_search_result_post_slug'] != search['slug']:\n",
    "        raise Exception(\"we seem to have an incorrect correspondance\", search_db['wordpress_search_result_post_slug'], search['slug'])\n",
    "    r = requests.get(api_base + '/images/search_id/' + str(search_db['search_id']))\n",
    "    j = r.json()\n",
    "    print(\"plotting Wordpress images\")\n",
    "    ipyplot.plot_images(search['galleries'][0]['src'], img_width=100)\n",
    "    print(\"plotting DB images\")\n",
    "    db_imgs = [item['image_href'] for item in j if item['image_search_engine'] == 'google']\n",
    "    ipyplot.plot_images(db_imgs, img_width=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Empty search results\n",
    "\n",
    "We noticed that there are sometimes empty results being served by both Wordpress and Dataserve.\n",
    "\n",
    "Wordpress example: search for \"censorship\" on the archive, and find the search from 2016-02-11 (\"press censorship in China\").\n",
    "\n",
    "Dataserve: 2016-2-10 shows up as an empty date frequently, eg for \"backpacking\" (ID 120), \"clubbing\" (121), and others."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataserve empty results\n",
    "\n",
    "```search_id, term, date, empty on archive?\n",
    "106, court, 2016-2-10, true\n",
    "118, shaolin, 2016-2-10, true\n",
    "119, car trip, 2016-2-10, true\n",
    "120, backpacking, 2016-2-10, true\n",
    "121, clubbing, 2016-2-10, true\n",
    "2599, dog, 2016-12-2, true\n",
    "```\n",
    "\n",
    "It appears that there's a 1-to-1 correspondence between these problems. Let's check what the API is returning for some of these IDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'search_id': 2599,\n",
       "  'search_timestamp': '1480742148000',\n",
       "  'search_location': 'st_polten',\n",
       "  'search_ip_address': None,\n",
       "  'search_client_name': 'Client 462',\n",
       "  'search_engine_initial': None,\n",
       "  'search_engine_translation': None,\n",
       "  'search_term_initial': 'dog',\n",
       "  'search_term_initial_language_code': None,\n",
       "  'search_term_initial_language_confidence': None,\n",
       "  'search_term_initial_language_alternate_code': None,\n",
       "  'search_term_translation': '狗',\n",
       "  'search_term_translation_language_code': None,\n",
       "  'search_term_status_banned': False,\n",
       "  'search_term_status_sensitive': False,\n",
       "  'search_schema_initial': 0,\n",
       "  'wordpress_search_term_popularity': 2,\n",
       "  'wordpress_copyright_takedown': None,\n",
       "  'wordpress_unflattened': None,\n",
       "  'wordpress_regular_post_id': 3401,\n",
       "  'wordpress_search_result_post_id': 240110,\n",
       "  'wordpress_search_result_post_slug': 'dog-1480742148'}]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "requests.get(api_base + \"/searches/search_id/2599\").json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'image_id': None,\n",
       "  'image_search_engine': None,\n",
       "  'image_href': None,\n",
       "  'image_rank': None,\n",
       "  'image_mime_type': None,\n",
       "  'wordpress_attachment_post_id': None,\n",
       "  'wordpress_attachment_file_path': None}]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "requests.get(api_base + \"/images/search_id/2599\").json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "j=requests.get(\"https://firewallcafe.com/wp-json/wp/v2/search-result?per_page=25&page=1&search=dog\").json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 places-that-eat-dogs-1582767619 \t 2020-02-27T01:40:19\n",
      "1 dog-meals-1582767601 \t 2020-02-27T01:40:01\n",
      "2 dog-food-1582767590 \t 2020-02-27T01:39:50\n",
      "3 dogs-1582767551 \t 2020-02-27T01:39:11\n",
      "4 recep-tayyip-erdogan-1582756694 \t 2020-02-26T22:38:14\n",
      "5 hot-dog-1581546915 \t 2020-02-12T22:35:15\n",
      "6 dogs-1578684699 \t 2020-01-10T19:31:39\n",
      "7 dog-walker-1569071811 \t 2019-09-21T13:16:51\n",
      "8 dog-1532191736 \t 2018-07-21T16:48:56\n",
      "9 erdogan-1495616624 \t 2017-05-24T09:03:44\n",
      "10 erdogan-1495546901 \t 2017-05-23T13:41:41\n",
      "11 recep-tayyip-erdogan-1495539716 \t 2017-05-23T11:41:56\n",
      "12 dog-1495384485 \t 2017-05-21T16:34:45\n",
      "13 short-dog-food-1495268548 \t 2017-05-20T08:22:28\n",
      "14 dogs-1495123914 \t 2017-05-18T16:11:54\n",
      "15 hund-1481367467 \t 2016-12-10T10:57:47\n",
      "16 hunde-1481367443 \t 2016-12-10T10:57:23\n",
      "17 dog-1480742148 \t 2016-12-03T05:15:48\n",
      "18 american-bully-dog-1457126172 \t 2016-03-04T21:16:12\n",
      "19 xochi-the-dog-1456106340 \t 2016-02-22T01:59:00\n",
      "20 dog-print-1456100190 \t 2016-02-22T00:16:30\n",
      "21 %e7%8b%97-1455924265 \t 2016-02-19T23:24:25\n",
      "22 snoop-dogg-1455665115 \t 2016-02-16T23:25:15\n",
      "23 dog-festival-1455140077 \t 2016-02-10T21:34:37\n"
     ]
    }
   ],
   "source": [
    "for i,search in enumerate(j):\n",
    "    print(i, search['slug'], '\\t', search['date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's what the Wordpress site is getting from the old API:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': 240110,\n",
       " 'date': '2016-12-03T05:15:48',\n",
       " 'date_gmt': '2016-12-03T05:15:48',\n",
       " 'guid': {'rendered': 'https://staging.firewallcafe.com/archive/dog-1480742148/'},\n",
       " 'modified': '2016-12-03T05:15:48',\n",
       " 'modified_gmt': '2016-12-03T05:15:48',\n",
       " 'slug': 'dog-1480742148',\n",
       " 'status': 'publish',\n",
       " 'type': 'search-result',\n",
       " 'link': 'https://firewallcafe.com/archive/dog-1480742148/',\n",
       " 'title': {'rendered': 'dog'},\n",
       " 'content': {'rendered': '<p>Google<br />\\n<br />\\nBaidu<br />\\n</p>\\n',\n",
       "  'protected': False},\n",
       " 'excerpt': {'rendered': '<p>狗</p>\\n', 'protected': False},\n",
       " 'template': '',\n",
       " 'meta': [],\n",
       " 'tags': [{'term_id': 149,\n",
       "   'name': '2016',\n",
       "   'slug': 'has_search_year_2016',\n",
       "   'term_group': 0,\n",
       "   'term_taxonomy_id': 149,\n",
       "   'taxonomy': 'post_tag',\n",
       "   'description': '',\n",
       "   'parent': 0,\n",
       "   'count': 2691,\n",
       "   'filter': 'raw'},\n",
       "  {'term_id': 148,\n",
       "   'name': 'St. Polten',\n",
       "   'slug': 'has_search_location_st_polten',\n",
       "   'term_group': 0,\n",
       "   'term_taxonomy_id': 148,\n",
       "   'taxonomy': 'post_tag',\n",
       "   'description': '',\n",
       "   'parent': 0,\n",
       "   'count': 93,\n",
       "   'filter': 'raw'}],\n",
       " 'galleries': [{'ids': '', 'src': []}, {'ids': '', 'src': []}],\n",
       " '_links': {'self': [{'href': 'https://firewallcafe.com/wp-json/wp/v2/search-result/240110'}],\n",
       "  'collection': [{'href': 'https://firewallcafe.com/wp-json/wp/v2/search-result'}],\n",
       "  'about': [{'href': 'https://firewallcafe.com/wp-json/wp/v2/types/search-result'}],\n",
       "  'wp:attachment': [{'href': 'https://firewallcafe.com/wp-json/wp/v2/media?parent=240110'}],\n",
       "  'wp:term': [{'taxonomy': 'post_tag',\n",
       "    'embeddable': True,\n",
       "    'href': 'https://firewallcafe.com/wp-json/wp/v2/tags?post=240110'}],\n",
       "  'curies': [{'name': 'wp',\n",
       "    'href': 'https://api.w.org/{rel}',\n",
       "    'templated': True}]}}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "j[17]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would expect there to be a bunch of images under \"galleries\", but there aren't any."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's another of the searches, abbreviated for readability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'image_id': 2052,\n",
       "  'image_search_engine': 'baidu',\n",
       "  'image_href': None,\n",
       "  'image_rank': '07',\n",
       "  'image_mime_type': 'image/jpeg',\n",
       "  'wordpress_attachment_post_id': None,\n",
       "  'wordpress_attachment_file_path': '/wp-content/uploads/2016/02/baidu-car trip-07.jpg'},\n",
       " {'image_id': 2046,\n",
       "  'image_search_engine': 'baidu',\n",
       "  'image_href': None,\n",
       "  'image_rank': '01',\n",
       "  'image_mime_type': 'image/jpeg',\n",
       "  'wordpress_attachment_post_id': None,\n",
       "  'wordpress_attachment_file_path': '/wp-content/uploads/2016/02/baidu-car trip-01.jpg'},\n",
       " {'image_id': 2047,\n",
       "  'image_search_engine': 'baidu',\n",
       "  'image_href': None,\n",
       "  'image_rank': '02',\n",
       "  'image_mime_type': 'image/jpeg',\n",
       "  'wordpress_attachment_post_id': None,\n",
       "  'wordpress_attachment_file_path': '/wp-content/uploads/2016/02/baidu-car trip-02.jpg'}]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "j = requests.get(api_base + \"/images/search_id/119\").json()\n",
    "j[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Every search image is missing its `image_href` field. But it looks like there are images available for this search, let's take a look."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "hrefs = [f\"https://firewallcafe.com/{img['wordpress_attachment_file_path']}\" for img in j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">0</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-07.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-07.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">1</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-01.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-01.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">2</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-02.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-02.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">3</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-03.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-03.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">4</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-04.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-04.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">5</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-05.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-05.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">6</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-06.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-06.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">7</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-08.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-08.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">8</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-09.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-09.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">9</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-10.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/baidu-car trip-10.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">10</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-01.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-01.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">11</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-02.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-02.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">12</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-03.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-03.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">13</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-04.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-04.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">14</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-05.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-05.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">15</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-06.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-06.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">16</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-07.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-07.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">17</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-08.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-08.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">18</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-09.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-09.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div><div style=\"display: inline-block; width: 120px; vertical-align: top; text-align: center;\"><h4 style=\"font-size: 12px\">19</h4><h4 style=\"font-size: 9px; padding-left: 10px; padding-right: 10px; width: 90%; word-wrap: break-word; white-space: normal;\">https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-10.jpg</h4><img src=\"https://firewallcafe.com//wp-content/uploads/2016/02/google-car trip-10.jpg\" style=\"margin: 1px; width: 100px; border: 2px solid #ddd;\"/></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ipyplot.plot_images(hrefs, img_width=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The images are there. Not sure why they aren't showing up on the Wordpress site, but we can at least give access to them on Dataserve."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What we need to do\n",
    "\n",
    "Right now, we can modify the code in Dataserve to use the Wordpress image URL as a backup if `image_url` isn't specified.\n",
    "\n",
    "For the new API, we have some URL management to do. We need a new `original_href` so we can keep track of where we first found the image. For any images with nothing in `image_href`, we need to make sure the image is in the image data lake and add the URL to it. Plus, there are still a lot of images where `image_url` is pointing to the original location, so we'll need to switch those URLs out for the new location that we control."
   ]
  }
 ],
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