diff --git a/src/20190106115600_filters-sorted-by-hits-manual-tags.csv b/src/20190106115600_filters-sorted-by-hits-manual-tags.csv
index 0da98d9e865e55c5b324ed80ac1026bdd03c40da..5eed980ef0675796c6985ed50516b5ac2df7bc56 100644
--- a/src/20190106115600_filters-sorted-by-hits-manual-tags.csv
+++ b/src/20190106115600_filters-sorted-by-hits-manual-tags.csv
@@ -449,7 +449,7 @@
 446	250	1	0	0	1	0	default	20110310110912	disallow	122	Combined pagemove/edit summary vandalism	vandalism	
 447	44	1	0	0	1	0	default	20090807112546		121	MAM vandalism	vandalism	
 448	144	0	0	0	1	0	default	20100106173410		120	Hiding content of pages	vandalism?, biased_pov?	deleted; “5076 Only catches a few bad-faith edits per month.  Disabling.  -Wknight94” “Filter to (eventually) disallow attempts to hide the content of a page with HTML tags. Will trip for new and unregistered users. - Hersfold “
-449	838	0	0	1	0	0	default	20181113040819	warn	119	Main page hello worlds	vandalism?, maintenance? 	“Multiple sources seem to have published a link to the english wikipedia to write via the api sandbox. -- Xaosflux”
+449	838	0	0	1	0	0	default	20181113040819	warn	119	Main page hello worlds	vandalism?, maintenance?	“Multiple sources seem to have published a link to the english wikipedia to write via the api sandbox. -- Xaosflux”
 450	453	1	0	0	1	0	default	20130404081115	warn,disallow	119	Temporary block on making specific kinds of template edits	vandalism?	hidden
 451	596	1	0	0	0	0	default	20160812035607	disallow	117	Elevator vandal	vandalism	
 452	281	1	0	0	1	0	default	20100108215922		115	Unwatched BLPs	unknown	hidden
@@ -512,7 +512,7 @@
 509	312	1	0	0	1	0	default	20150212173501		62	External link removal	vandalism?, biased_pov?	hidden
 510	621	1	0	0	1	0	default	20160614035403	disallow	62	Spambot Filter	spam?	hidden
 511	328	1	0	0	1	0	default	20130404080744		61	Prolific socker III	sockpuppetry	
-512	660	1	0	0	0	0	default	20150128141314		61	Possibly JarlaxleArtemis (LTA)	long_term_abuse, vandalism, religious, politically_motivated, harassment	https://en.wikipedia.org/wiki/Wikipedia:Long-term_abuse/JarlaxleArtemis; “Cross-wiki harassment and threats of death and violence; criticism of liberals, the far-left and SJWs; criticism of anything not involving two clearly defined genders; criticism of Islam and anything not supporting Israel and Judaism; and usage of open proxies.”
+512	660	1	0	0	0	0	default	20150128141314		61	Possibly JarlaxleArtemis (LTA)	long_term_abuse, vandalism, religious_vandalism, politically_motivated, harassment	https://en.wikipedia.org/wiki/Wikipedia:Long-term_abuse/JarlaxleArtemis; “Cross-wiki harassment and threats of death and violence; criticism of liberals, the far-left and SJWs; criticism of anything not involving two clearly defined genders; criticism of Islam and anything not supporting Israel and Judaism; and usage of open proxies.”
 513	668	1	0	0	0	0	default	20150429015714	disallow	61	GP disruption	vandalism?	hidden
 514	226	1	0	0	1	0	default	20091003121354		61	Johnali123 sockpuppets	sockpuppetry	
 515	4	1	0	0	1	0	default	20160812192142		60	Copernicus vandal	vandalism	
@@ -670,12 +670,12 @@ Marked as deleted. - Ruslik"","
 666	929	0	0	1	0	0	default	20180826201614		12	LTA Hydro	long_term_abuse, bad_style?	“long term editor attempting to use WP as a soap box for a domain name dispute”
 667	683	1	0	0	1	0	default	20160614040802		12	New users removing sections from the Reference Desk	vandalism?	hidden
 668	462	1	0	0	1	0	default	20120820155230	disallow	12	Serial harassment of MuZemike	harassment	hidden
-669	219	0	0	0	1	0	default	20090803161738		12	Arbcom requested filter (FOFF)	silly_vandalism, personal_attack?	filters “fuck you” and “fuck off”
+669	219	0	0	0	1	0	default	20090803161738		12	Arbcom requested filter (FOFF)	silly_vandalism, personal_attacks?	filters “fuck you” and “fuck off”
 670	780	0	0	0	0	0	default	20160812030457		11	Addition of interlanguage links	maintenance, vandalism?	hidden; “Reason: Interwikis are now handled by Wikidata.”; “Disabling. Too infrequent and for the good-faith edits I'm not too happy with even throwing a warning ~MA 2016.08.11”
 671	556	1	0	0	1	0	default	20161012202550	disallow	11	Impersonation usernames	vandalism, harassment?	hidden
 672	332	1	0	0	1	0	default	20100522071643		11	J.delanoy vandal	vandalism	hidden
 673	598	1	0	0	1	0	default	20140102175720	warn,disallow	11	Template redirect protection	vandalism?	hidden
-674	158	0	0	0	1	0	default	20090617081158	disallow	11	Bill Posey = alligator child	silly_vandalism?, personal_attack?	deleted
+674	158	0	0	0	1	0	default	20090617081158	disallow	11	Bill Posey = alligator child	silly_vandalism?, personal_attacks?	deleted
 675	451	1	0	0	1	0	default	20130404081107	disallow	11	IP attacks	vandalism?	hidden
 676	727	0	0	0	0	0	default	20160126000441		11	Samwalton9 test filter	test	hidden
 677	500	1	0	0	1	0	default	20160929181057	disallow	11	Sock	sockpuppetry	hidden
diff --git a/src/explore.ipynb b/src/explore.ipynb
index 20476dbeb2156817b3139c6f488ac60dc7e2c0a7..c449caf302b82158267272e9cfa7f72411c1f67f 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -29,7 +29,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -76,7 +76,8 @@
       "201\n",
       "753\n",
       "600\n",
-      "110\n"
+      "110\n",
+      "0\n"
      ]
     }
    ],
@@ -91,7 +92,10 @@
     "print (len(df.query('af_deleted==1')))\n",
     "\n",
     "# Active public filters\n",
-    "print (len(df.query('af_hidden==0 and af_enabled==1')))"
+    "print (len(df.query('af_hidden==0 and af_enabled==1')))\n",
+    "\n",
+    "# Deleted and enabled\n",
+    "print (len(df.query('af_deleted==1 and af_enabled==1')))"
    ]
   },
   {
@@ -220,7 +224,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -302,14 +306,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[('vandalism', 261), ('vandalism?', 161), ('unknown', 71), ('good_faith?', 63), ('misc', 59), ('sockpuppetry', 59), ('good_faith', 48), ('test', 43), ('long_term_abuse', 35), ('sockpuppetry?', 35), ('harassment?', 31), ('harassment', 24), ('spam? ', 21), ('abuse?', 21), ('spam?', 19), ('biased_pov', 17), ('spam', 17), ('biased_pov?', 15), ('bad_style', 13), ('', 13), ('bad_style?', 11), ('bug?', 10), ('wiki_policy?', 9), ('misc?', 8), ('seo', 8), ('unclear', 8), ('maintenance', 7), ('trolling?', 7), ('long_term_abuse?', 6), ('personal_attacks', 6), ('bug', 5), ('not sure', 5), ('page_move_vandalism', 5), ('lazyness', 4), ('seo?', 4), ('test?', 4), ('politically_motivated?', 4), ('hoaxing?', 4), ('silly_vandalism', 4), ('long_term_abuse? ', 3), ('maintenance?', 3), ('copyright', 3), ('image_vandalism', 3), ('page_move_vandalism?', 3), ('conflict_of_interest', 3), ('stockbrocker_vandalism', 3), ('edit_warring?', 2), ('religious_vandalism?', 2), ('self_promotion?', 2), ('politically motivated?', 2), ('template_spam', 2), ('personal_attack?', 2), ('doxxing?', 2), ('talk_page_vandalism', 2), ('personal_attacks?', 2), ('bot_vandalism', 2), ('possible vandalism', 1), ('copyright?', 1), ('misc? vandalism', 1), ('not_polite', 1), ('test_bot?', 1), ('copyright_violation?', 1), ('political controversy?', 1), ('edit_war?', 1), ('maintenance? ', 1), ('religious', 1), ('political vandalism', 1), ('self_promotion', 1), ('political vandalism?', 1), ('abuse', 1), ('can’t decide', 1), ('vandalism (template vandalism)?', 1), ('spam? Link vandalism?', 1), ('politically motivated', 1), ('abuse_of_tags_vandalism?', 1), ('avoidant_vandalism', 1), ('guideline_vio?', 1), ('vandalbot', 1), ('username_vandalism?', 1), ('hoaxing', 1), ('unencyclopedic', 1), ('stupid_vandalism', 1), ('stupid_vandalism?', 1), ('silly_vandalism?', 1), ('take_page_vandalism', 1), ('unknown?', 1), ('phishing?', 1), ('avoidant_vandalism?', 1), ('malware?', 1), ('malware', 1), ('conflict_of_interest?', 1), ('bad_style? (information not confirmed?)', 1), ('maintainance?', 1), ('bot..?', 1), ('bot_vandalism?', 1), ('hoax', 1), ('impersonation', 1), ('prank', 1), ('vandalbots', 1)]\n"
+      "[('vandalism', 263), ('vandalism?', 162), ('unknown', 71), ('good_faith?', 63), ('misc', 59), ('sockpuppetry', 59), ('good_faith', 48), ('test', 43), ('spam?', 41), ('long_term_abuse', 35), ('sockpuppetry?', 35), ('harassment?', 31), ('harassment', 24), ('abuse?', 21), ('biased_pov', 17), ('spam', 17), ('biased_pov?', 15), ('unclear', 14), ('bad_style', 13), ('bad_style?', 12), ('bug?', 10), ('wiki_policy?', 9), ('long_term_abuse?', 9), ('misc?', 8), ('seo', 8), ('politically_motivated?', 8), ('maintenance', 7), ('trolling?', 7), ('maintenance?', 6), ('personal_attacks', 6), ('bug', 5), ('vandalbot', 5), ('page_move_vandalism', 5), ('silly_vandalism', 5), ('lazyness', 4), ('seo?', 4), ('test?', 4), ('hoaxing?', 4), ('personal_attacks?', 4), ('edit_warring?', 3), ('copyright', 3), ('image_vandalism', 3), ('talk_page_vandalism', 3), ('page_move_vandalism?', 3), ('conflict_of_interest', 3), ('stockbrocker_vandalism', 3), ('copyright?', 2), ('vandalbot?', 2), ('religious_vandalism?', 2), ('politically_motivated', 2), ('self_promotion?', 2), ('template_spam', 2), ('hoaxing', 2), ('silly_vandalism?', 2), ('doxxing?', 2), ('not_polite', 1), ('template_vandalism', 1), ('religious_vandalism', 1), ('self_promotion', 1), ('abuse', 1), ('template_vandalism?', 1), ('link_vandalism?', 1), ('abuse_of_tags_vandalism?', 1), ('avoidant_vandalism', 1), ('guideline_vio?', 1), ('username_vandalism?', 1), ('phishing?', 1), ('avoidant_vandalism?', 1), ('malware?', 1), ('malware', 1), ('conflict_of_interest?', 1), ('impersonation', 1), ('prank', 1)]\n"
      ]
     }
    ],
@@ -321,6 +325,100 @@
     "print(collections.Counter(all_tags).most_common())"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "('vandalism', 263),\n",
+    "('vandalism?', 162),\n",
+    "  ('spam?', 41),\n",
+    "  ('spam', 17),\n",
+    "  ('vandalbot', 5),\n",
+    "  ('vandalbot?', 2),\n",
+    "  ('page_move_vandalism', 5),\n",
+    "  ('page_move_vandalism?', 3),\n",
+    "  ('silly_vandalism', 5),\n",
+    "  ('silly_vandalism?', 2),\n",
+    "  ('trolling?', 7),\n",
+    "  ('hoaxing?', 4),\n",
+    "  ('hoaxing', 2),\n",
+    "  ('copyright', 3),\n",
+    "  ('copyright?', 2),\n",
+    "  ('image_vandalism', 3),\n",
+    "  ('talk_page_vandalism', 3),\n",
+    "  ('template_vandalism?', 1),\n",
+    "  ('template_vandalism', 1),\n",
+    "  ('template_spam', 2),\n",
+    "  ('link_vandalism?', 1),\n",
+    "  ('abuse_of_tags_vandalism?', 1),\n",
+    "  ('avoidant_vandalism', 1),\n",
+    "  ('avoidant_vandalism?', 1),\n",
+    "  ('username_vandalism?', 1),\n",
+    "\n",
+    "('prank', 1)\n",
+    "\n",
+    "('phishing?', 1),\n",
+    "('malware?', 1),\n",
+    "('malware', 1),\n",
+    "\n",
+    "('guideline_vio?', 1),\n",
+    "\n",
+    "('religious_vandalism?', 3),\n",
+    "('politically_motivated?', 8),\n",
+    "('politically_motivated', 2),\n",
+    "\n",
+    "('sockpuppetry', 59),\n",
+    "('sockpuppetry?', 35),\n",
+    "('long_term_abuse', 35),\n",
+    "('long_term_abuse?', 9),\n",
+    "('abuse', 1),\n",
+    "('abuse?', 21),\n",
+    "('harassment?', 31),\n",
+    "('harassment', 24),\n",
+    "('doxxing?', 2),\n",
+    "('personal_attacks', 6),\n",
+    "('personal_attacks?', 4),\n",
+    "('impersonation', 1),\n",
+    "('not_polite', 1),\n",
+    "\n",
+    "('biased_pov', 17),\n",
+    "('biased_pov?', 15),\n",
+    "\n",
+    "('conflict_of_interest', 3),\n",
+    "('stockbrocker_vandalism', 3),\n",
+    "('self_promotion?', 2),\n",
+    "('conflict_of_interest?', 1),\n",
+    "('self_promotion', 1),\n",
+    "\n",
+    "('seo', 8),\n",
+    "('seo?', 4),\n",
+    "\n",
+    "('bad_style', 13),\n",
+    "('bad_style?', 12),\n",
+    "('edit_warring?', 3),\n",
+    "\n",
+    "('good_faith?', 63),\n",
+    "('good_faith', 48),\n",
+    "\n",
+    "('lazyness', 4),\n",
+    "\n",
+    "('maintenance', 7),\n",
+    "('maintenance?', 5),\n",
+    "('maintenance? ', 1),\n",
+    "\n",
+    "('bug', 5),\n",
+    "('bug?', 10),\n",
+    "('wiki_policy?', 9),\n",
+    "\n",
+    "('test', 43),\n",
+    "('test?', 4),\n",
+    "\n",
+    "('unknown', 71),\n",
+    "('misc', 59),\n",
+    "('misc?', 8),\n",
+    "('unclear', 14),"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},