diff --git a/mediawiki-api-part-2-recovered.ipynb b/mediawiki-api-part-2-recovered.ipynb
deleted file mode 100644
index 72b7983..0000000
--- a/mediawiki-api-part-2-recovered.ipynb
+++ /dev/null
@@ -1,967 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# MediaWiki API (part 2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's request the https://pzwiki.wdka.nl/mediadesign/Dérive page.\n",
-    "\n",
-    "(I made a copy of the page of last week, to make the URL a bit simpler :).)\n",
-    "\n",
-    "And let's try to save different versions of it as .html pages, using the API. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 111,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import urllib\n",
-    "import json\n",
-    "from IPython.display import JSON"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Make an API request"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This is how we did an API request to the PZI MediaWiki last week:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 112,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "url = 'https://pzwiki.wdka.nl/mw-mediadesign/api.php?action=parse&page=D%C3%A9rive&format=json' # urllib doesn't like the \"é\", so we're writing it in ASCII\n",
-    "request = urllib.request.urlopen(url).read()\n",
-    "data = json.loads(request)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 113,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/json": {
-       "parse": {
-        "categories": [],
-        "displaytitle": "Dérive",
-        "externallinks": [
-         "https://sites.google.com/a/cougars.csusm.edu/20-poetry/my-20-project/theexpansionalookintohypertext"
-        ],
-        "images": [
-         "Debo_009_05_01.jpg",
-         "Sex-majik-2004.gif"
-        ],
-        "iwlinks": [],
-        "langlinks": [],
-        "links": [
-         {
-          "*": "Hi",
-          "exists": "",
-          "ns": 0
-         },
-         {
-          "*": "Hyper Poetry",
-          "exists": "",
-          "ns": 0
-         },
-         {
-          "*": "Hypertext",
-          "exists": "",
-          "ns": 0
-         },
-         {
-          "*": "Wiki Tutorial",
-          "exists": "",
-          "ns": 0
-         }
-        ],
-        "pageid": 33524,
-        "parsewarnings": [],
-        "properties": [],
-        "revid": 188107,
-        "sections": [],
-        "templates": [
-         {
-          "*": "Template:Youtube",
-          "exists": "",
-          "ns": 10
-         }
-        ],
-        "text": {
-         "*": "<div class=\"mw-parser-output\"><p><a href=\"/mediadesign/Hi\" title=\"Hi\">hi</a>\n</p><p>Refresh your memory here&#160;:<a href=\"/mediadesign/Wiki_Tutorial\" title=\"Wiki Tutorial\">Wiki_Tutorial</a>\n</p><p><a href=\"/mediadesign/Hypertext\" title=\"Hypertext\">Hypertext</a>\nHypertext: An Educational Experiment in English and Computer Science at Brown University\n</p><p><iframe width=\"420\" height=\"315\" src=\"https://www.youtube.com/embed/wUTaNQWjNy8\" frameborder=\"0\" allowfullscreen></iframe>\n</p><p><a href=\"/mediadesign/Hyper_Poetry\" title=\"Hyper Poetry\">Hyper Poetry</a>\nWhat it is? <a target=\"_blank\" rel=\"nofollow noreferrer noopener\" class=\"external autonumber\" href=\"https://sites.google.com/a/cougars.csusm.edu/20-poetry/my-20-project/theexpansionalookintohypertext\">[1]</a>\n</p>\n<div class=\"thumb tright\"><div class=\"thumbinner\" style=\"width:302px;\"><a href=\"/mediadesign/File:Debo_009_05_01.jpg\" class=\"image\"><img alt=\"\" src=\"/mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/300px-Debo_009_05_01.jpg\" decoding=\"async\" width=\"300\" height=\"208\" class=\"thumbimage\" srcset=\"/mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/450px-Debo_009_05_01.jpg 1.5x, /mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/600px-Debo_009_05_01.jpg 2x\" /></a>  <div class=\"thumbcaption\"><div class=\"magnify\"><a href=\"/mediadesign/File:Debo_009_05_01.jpg\" class=\"internal\" title=\"Enlarge\"></a></div>Derive</div></div></div>\n<div class=\"thumb tright\"><div class=\"thumbinner\" style=\"width:302px;\"><a href=\"/mediadesign/File:Sex-majik-2004.gif\" class=\"image\"><img alt=\"\" src=\"/mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/300px-Sex-majik-2004.gif\" decoding=\"async\" width=\"300\" height=\"196\" class=\"thumbimage\" srcset=\"/mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/450px-Sex-majik-2004.gif 1.5x, /mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/600px-Sex-majik-2004.gif 2x\" /></a>  <div class=\"thumbcaption\"><div class=\"magnify\"><a href=\"/mediadesign/File:Sex-majik-2004.gif\" class=\"internal\" title=\"Enlarge\"></a></div>Derive</div></div></div>\n<!-- \nNewPP limit report\nCached time: 20210121160437\nCache expiry: 86400\nDynamic content: false\nCPU time usage: 0.017 seconds\nReal time usage: 0.020 seconds\nPreprocessor visited node count: 7/1000000\nPreprocessor generated node count: 38/1000000\nPost‐expand include size: 80/2097152 bytes\nTemplate argument size: 11/2097152 bytes\nHighest expansion depth: 3/40\nExpensive parser function count: 0/100\nUnstrip recursion depth: 0/20\nUnstrip post‐expand size: 0/5000000 bytes\n-->\n<!--\nTransclusion expansion time report (%,ms,calls,template)\n100.00%    7.082      1 Template:Youtube\n100.00%    7.082      1 -total\n-->\n\n<!-- Saved in parser cache with key wdka_mw_mediadesign-mw_:pcache:idhash:33524-0!canonical and timestamp 20210121160437 and revision id 188107\n -->\n</div>"
-        },
-        "title": "Dérive"
-       }
-      },
-      "text/plain": [
-       "<IPython.core.display.JSON object>"
-      ]
-     },
-     "execution_count": 113,
-     "metadata": {
-      "application/json": {
-       "expanded": false,
-       "root": "root"
-      }
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# To inspect the JSON formatted output of that request: \n",
-    "JSON(data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Select from the API request's output"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can navigate the output in Python, by using the \"key/value\" structure of the JSON output:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 114,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "title = data['parse']['title']\n",
-    "html = data['parse']['text']['*']\n",
-    "links = data['parse']['links']\n",
-    "externallinks = data['parse']['externallinks']\n",
-    "images = data['parse']['images']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Dérive\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(title)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 116,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<div class=\"mw-parser-output\"><p><a href=\"/mediadesign/Hi\" title=\"Hi\">hi</a>\n",
-      "</p><p>Refresh your memory here&#160;:<a href=\"/mediadesign/Wiki_Tutorial\" title=\"Wiki Tutorial\">Wiki_Tutorial</a>\n",
-      "</p><p><a href=\"/mediadesign/Hypertext\" title=\"Hypertext\">Hypertext</a>\n",
-      "Hypertext: An Educational Experiment in English and Computer Science at Brown University\n",
-      "</p><p><iframe width=\"420\" height=\"315\" src=\"https://www.youtube.com/embed/wUTaNQWjNy8\" frameborder=\"0\" allowfullscreen></iframe>\n",
-      "</p><p><a href=\"/mediadesign/Hyper_Poetry\" title=\"Hyper Poetry\">Hyper Poetry</a>\n",
-      "What it is? <a target=\"_blank\" rel=\"nofollow noreferrer noopener\" class=\"external autonumber\" href=\"https://sites.google.com/a/cougars.csusm.edu/20-poetry/my-20-project/theexpansionalookintohypertext\">[1]</a>\n",
-      "</p>\n",
-      "<div class=\"thumb tright\"><div class=\"thumbinner\" style=\"width:302px;\"><a href=\"/mediadesign/File:Debo_009_05_01.jpg\" class=\"image\"><img alt=\"\" src=\"/mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/300px-Debo_009_05_01.jpg\" decoding=\"async\" width=\"300\" height=\"208\" class=\"thumbimage\" srcset=\"/mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/450px-Debo_009_05_01.jpg 1.5x, /mw-mediadesign/images/thumb/c/c8/Debo_009_05_01.jpg/600px-Debo_009_05_01.jpg 2x\" /></a>  <div class=\"thumbcaption\"><div class=\"magnify\"><a href=\"/mediadesign/File:Debo_009_05_01.jpg\" class=\"internal\" title=\"Enlarge\"></a></div>Derive</div></div></div>\n",
-      "<div class=\"thumb tright\"><div class=\"thumbinner\" style=\"width:302px;\"><a href=\"/mediadesign/File:Sex-majik-2004.gif\" class=\"image\"><img alt=\"\" src=\"/mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/300px-Sex-majik-2004.gif\" decoding=\"async\" width=\"300\" height=\"196\" class=\"thumbimage\" srcset=\"/mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/450px-Sex-majik-2004.gif 1.5x, /mw-mediadesign/images/thumb/3/39/Sex-majik-2004.gif/600px-Sex-majik-2004.gif 2x\" /></a>  <div class=\"thumbcaption\"><div class=\"magnify\"><a href=\"/mediadesign/File:Sex-majik-2004.gif\" class=\"internal\" title=\"Enlarge\"></a></div>Derive</div></div></div>\n",
-      "<!-- \n",
-      "NewPP limit report\n",
-      "Cached time: 20210121160437\n",
-      "Cache expiry: 86400\n",
-      "Dynamic content: false\n",
-      "CPU time usage: 0.017 seconds\n",
-      "Real time usage: 0.020 seconds\n",
-      "Preprocessor visited node count: 7/1000000\n",
-      "Preprocessor generated node count: 38/1000000\n",
-      "Post‐expand include size: 80/2097152 bytes\n",
-      "Template argument size: 11/2097152 bytes\n",
-      "Highest expansion depth: 3/40\n",
-      "Expensive parser function count: 0/100\n",
-      "Unstrip recursion depth: 0/20\n",
-      "Unstrip post‐expand size: 0/5000000 bytes\n",
-      "-->\n",
-      "<!--\n",
-      "Transclusion expansion time report (%,ms,calls,template)\n",
-      "100.00%    7.082      1 Template:Youtube\n",
-      "100.00%    7.082      1 -total\n",
-      "-->\n",
-      "\n",
-      "<!-- Saved in parser cache with key wdka_mw_mediadesign-mw_:pcache:idhash:33524-0!canonical and timestamp 20210121160437 and revision id 188107\n",
-      " -->\n",
-      "</div>\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(html)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 117,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[{'ns': 0, 'exists': '', '*': 'Hi'}, {'ns': 0, 'exists': '', '*': 'Hyper Poetry'}, {'ns': 0, 'exists': '', '*': 'Hypertext'}, {'ns': 0, 'exists': '', '*': 'Wiki Tutorial'}]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(links)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 118,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['https://sites.google.com/a/cougars.csusm.edu/20-poetry/my-20-project/theexpansionalookintohypertext']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(externallinks)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 119,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['Debo_009_05_01.jpg', 'Sex-majik-2004.gif']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(images)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Download images"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "(all the images that are used on this page)\n",
-    "\n",
-    "For this, we will use the \"query\" request, with the parameter \"list=allimages\". \n",
-    "\n",
-    "This is the only way to retrieve the full URL of an image using the MediaWiki API. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 120,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's first test it with one image.\n",
-    "# For example: File:Debo 009 05 01.jpg\n",
-    "\n",
-    "filename = 'Debo 009 05 01.jpg'\n",
-    "filename = filename.replace(' ', '_') # let's replace spaces again with _\n",
-    "filename = filename.replace('.jpg', '') # and let's remove the file extension"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 121,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# We cannot ask the API for the URL of a specific image (:///), but we can still find it using the \"aifrom=\" parameter.\n",
-    "# Note: ai=allimages\n",
-    "url = f'https://pzwiki.wdka.nl/mw-mediadesign/api.php?action=query&list=allimages&aifrom={ filename }&format=json'\n",
-    "response = urllib.request.urlopen(url).read()\n",
-    "data = json.loads(response)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 122,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/json": {
-       "batchcomplete": "",
-       "continue": {
-        "aicontinue": "Deck_6.jpg",
-        "continue": "-||"
-       },
-       "query": {
-        "allimages": [
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33518",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Debo_009_05_01.jpg",
-          "name": "Debo_009_05_01.jpg",
-          "ns": 6,
-          "timestamp": "2021-01-21T14:54:44Z",
-          "title": "File:Debo 009 05 01.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/c/c8/Debo_009_05_01.jpg"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=14589",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Debord-societysml.gif",
-          "name": "Debord-societysml.gif",
-          "ns": 6,
-          "timestamp": "2014-11-30T00:19:20Z",
-          "title": "File:Debord-societysml.gif",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/b/ba/Debord-societysml.gif"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=4462",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Dec_6_AWU.pdf",
-          "name": "Dec_6_AWU.pdf",
-          "ns": 6,
-          "timestamp": "2011-12-06T15:23:11Z",
-          "title": "File:Dec 6 AWU.pdf",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/7/70/Dec_6_AWU.pdf"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=4463",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Dec_6_AWUII.pdf",
-          "name": "Dec_6_AWUII.pdf",
-          "ns": 6,
-          "timestamp": "2011-12-06T16:34:43Z",
-          "title": "File:Dec 6 AWUII.pdf",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/f/fd/Dec_6_AWUII.pdf"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=2090",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:December.gif",
-          "name": "December.gif",
-          "ns": 6,
-          "timestamp": "2010-12-14T21:07:54Z",
-          "title": "File:December.gif",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/3/3f/December.gif"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33093",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Deck_1.jpg",
-          "name": "Deck_1.jpg",
-          "ns": 6,
-          "timestamp": "2020-11-23T14:31:00Z",
-          "title": "File:Deck 1.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/7/74/Deck_1.jpg"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33095",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Deck_2.jpg",
-          "name": "Deck_2.jpg",
-          "ns": 6,
-          "timestamp": "2020-11-23T14:31:00Z",
-          "title": "File:Deck 2.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/0/08/Deck_2.jpg"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33084",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Deck_3.jpg",
-          "name": "Deck_3.jpg",
-          "ns": 6,
-          "timestamp": "2020-11-23T14:30:52Z",
-          "title": "File:Deck 3.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/f/f5/Deck_3.jpg"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33088",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Deck_4.jpg",
-          "name": "Deck_4.jpg",
-          "ns": 6,
-          "timestamp": "2020-11-23T14:30:52Z",
-          "title": "File:Deck 4.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/2/24/Deck_4.jpg"
-         },
-         {
-          "descriptionshorturl": "https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33085",
-          "descriptionurl": "https://pzwiki.wdka.nl/mediadesign/File:Deck_5.jpg",
-          "name": "Deck_5.jpg",
-          "ns": 6,
-          "timestamp": "2020-11-23T14:30:52Z",
-          "title": "File:Deck 5.jpg",
-          "url": "https://pzwiki.wdka.nl/mw-mediadesign/images/9/93/Deck_5.jpg"
-         }
-        ]
-       }
-      },
-      "text/plain": [
-       "<IPython.core.display.JSON object>"
-      ]
-     },
-     "execution_count": 122,
-     "metadata": {
-      "application/json": {
-       "expanded": false,
-       "root": "root"
-      }
-     },
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "JSON(data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 123,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select the first result [0], let's assume that that is always the right image that we need :)\n",
-    "image = data['query']['allimages'][0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 124,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'name': 'Debo_009_05_01.jpg', 'timestamp': '2021-01-21T14:54:44Z', 'url': 'https://pzwiki.wdka.nl/mw-mediadesign/images/c/c8/Debo_009_05_01.jpg', 'descriptionurl': 'https://pzwiki.wdka.nl/mediadesign/File:Debo_009_05_01.jpg', 'descriptionshorturl': 'https://pzwiki.wdka.nl/mw-mediadesign/index.php?curid=33518', 'ns': 6, 'title': 'File:Debo 009 05 01.jpg'}\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(image)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 125,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "https://pzwiki.wdka.nl/mw-mediadesign/images/c/c8/Debo_009_05_01.jpg\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(image['url'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we can use this URL to download the images!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 126,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "image_url = image['url']\n",
-    "image_filename = image['name']\n",
-    "image_response = urllib.request.urlopen(image_url).read() # We use urllib for this again, this is basically our tool to download things from the web !"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 127,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-     ]
-    }
-   ],
-   "source": [
-    "print(image_response)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 128,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "out = open(image_filename, 'wb') # 'wb' stands for 'write bytes', we basically ask this file to accept data in byte format\n",
-    "out.write(image_response)\n",
-    "out.close()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Download all the images of our page"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 129,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['Debo_009_05_01.jpg', 'Sex-majik-2004.gif']\n"
-     ]
-    }
-   ],
-   "source": [
-    "# We have our variable \"images\"\n",
-    "print(images)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Downloading: Debo_009_05_01.jpg\n",
-      "Downloading: Sex-majik-2004.gif\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Let's loop through this list and download each image!\n",
-    "for filename in images:\n",
-    "    print('Downloading:', filename)\n",
-    "    \n",
-    "    filename = filename.replace(' ', '_') # let's replace spaces again with _\n",
-    "    filename = filename.replace('.jpg', '').replace('.gif', '').replace('.png','').replace('.jpeg','').replace('.JPG','').replace('.JPEG','') # and let's remove the file extension\n",
-    "    \n",
-    "    # first we search for the full URL of the image\n",
-    "    url = f'https://pzwiki.wdka.nl/mw-mediadesign/api.php?action=query&list=allimages&aifrom={ filename }&format=json'\n",
-    "    response = urllib.request.urlopen(url).read()\n",
-    "    data = json.loads(response)\n",
-    "    image = data['query']['allimages'][0]\n",
-    "    \n",
-    "    # then we download the image\n",
-    "    image_url = image['url']\n",
-    "    image_filename = image['name']\n",
-    "    image_response = urllib.request.urlopen(image_url).read()\n",
-    "    \n",
-    "    # and we save it as a file\n",
-    "    out = open(image_filename, 'wb') \n",
-    "    out.write(image_response)\n",
-    "    out.close()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Fix the links :)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "(of image src links + page links)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 131,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "html = html.replace('/mediadesign/', './')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 132,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "html = html.replace('File:', '')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "html = html.replace('/mw-mediadesign/images/thumb/\\w*/c8/Debo_009_05_01.jpg/300px-', '') # needs regex"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Save the text/html to a file"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Let's use _ in the filenames, before we open the file\n",
-    "title = title.replace(' ', '_')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 134,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "out = open(f'{ title }.html', 'w')\n",
-    "out.write(html)\n",
-    "out.close()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Save all the linked wiki pages to files "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "link: {'ns': 0, 'exists': '', '*': 'Hi'}\n",
-      "Saving: Hi\n",
-      "---\n",
-      "link: {'ns': 0, 'exists': '', '*': 'Hyper Poetry'}\n",
-      "Saving: Hyper_Poetry\n",
-      "---\n",
-      "link: {'ns': 0, 'exists': '', '*': 'Hypertext'}\n",
-      "Saving: Hypertext\n",
-      "---\n",
-      "link: {'ns': 0, 'exists': '', '*': 'Wiki Tutorial'}\n",
-      "Saving: Wiki_Tutorial\n",
-      "---\n"
-     ]
-    }
-   ],
-   "source": [
-    "for link in links:\n",
-    "    \n",
-    "    print('link:', link)\n",
-    "    \n",
-    "    pagename = link['*']\n",
-    "    pagename = pagename.replace(' ', '_')\n",
-    "    print('Saving:', pagename)\n",
-    "    \n",
-    "    url = f'https://pzwiki.wdka.nl/mw-mediadesign/api.php?action=parse&page={ pagename }&format=json'\n",
-    "    request = urllib.request.urlopen(url).read()\n",
-    "    data = json.loads(request)\n",
-    "    \n",
-    "    html = data['parse']['text']['*']\n",
-    "    html = html.replace('/mediadesign/', './')\n",
-    "    html = html.replace('File:', '')\n",
-    "\n",
-    "    out = open(f'{ pagename }.html', 'w')\n",
-    "    out.write(html)\n",
-    "    out.close() \n",
-    "\n",
-    "    print('---')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Etc. Now you could also download all the images from all the pages that are linked :)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.3"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/mediawiki-api-part-2.ipynb b/mediawiki-api-part-2.ipynb
index a338f36..2d840ad 100644
--- a/mediawiki-api-part-2.ipynb
+++ b/mediawiki-api-part-2.ipynb
@@ -13,7 +13,6 @@
    "source": [
     "This notebook:\n",
     "\n",
-    "* continues with exploring the connections between `Hypertext` & `Dérive`\n",
     "* uses the `query` & `parse` actions of the `MediaWiki API`, which we can use to work with wiki pages as (versioned and hypertextual) technotexts\n",
     "\n",
     "## Epicpedia\n",