From a3a2ff27544aa86f5b7ce3f7bcefbcabc6b4d613 Mon Sep 17 00:00:00 2001
From: Lyudmila Vaseva <vaseva@mi.fu-berlin.de>
Date: Tue, 16 Jul 2019 19:28:22 +0200
Subject: [PATCH] Reduce manual tags parent cats to 4, plot

---
 src/explore.ipynb | 203 ++++++++++++++++++++++++++--------------------
 1 file changed, 115 insertions(+), 88 deletions(-)

diff --git a/src/explore.ipynb b/src/explore.ipynb
index e32f2ab..da2ea43 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -88,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -97,7 +97,7 @@
        "954"
       ]
      },
-     "execution_count": 90,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -661,7 +661,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12481,7 +12481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 8,
    "metadata": {
     "scrolled": true
    },
@@ -12532,7 +12532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 9,
    "metadata": {
     "scrolled": true
    },
@@ -12665,83 +12665,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'bot_vandalism': 'vandalism',\n",
-       " 'page_move_vandalism': 'vandalism',\n",
-       " 'image_vandalism': 'vandalism',\n",
-       " 'talk_page_vandalism': 'vandalism',\n",
-       " 'template_vandalism': 'vandalism',\n",
-       " 'link_vandalism': 'vandalism',\n",
-       " 'avoidant_vandalism': 'vandalism',\n",
-       " 'username_vandalism': 'vandalism',\n",
-       " 'silly_vandalism': 'vandalism',\n",
-       " 'trolling': 'vandalism',\n",
-       " 'hoaxing': 'vandalism',\n",
-       " 'prank': 'vandalism',\n",
-       " 'profanity_vandalism': 'vandalism',\n",
-       " 'religiously_motivated': 'vandalism',\n",
-       " 'politically_motivated': 'vandalism',\n",
-       " 'general_vandalism': 'vandalism',\n",
-       " 'sockpuppetry': 'hardcore_vandalism',\n",
-       " 'long_term_abuse': 'hardcore_vandalism',\n",
-       " 'abuse': 'hardcore_vandalism',\n",
-       " 'harassment': 'hardcore_vandalism',\n",
-       " 'doxxing': 'hardcore_vandalism',\n",
-       " 'personal_attacks': 'hardcore_vandalism',\n",
-       " 'impersonation': 'hardcore_vandalism',\n",
-       " 'not_polite': 'hardcore_vandalism',\n",
-       " 'hidden_vandalism': 'hardcore_vandalism',\n",
-       " 'spam': 'spam',\n",
-       " 'phishing': 'spam',\n",
-       " 'malware': 'spam',\n",
-       " 'copyright_violation': 'disruptive',\n",
-       " 'bad_style': 'disruptive',\n",
-       " 'lazyness': 'disruptive',\n",
-       " 'edit_warring': 'disruptive',\n",
-       " 'wiki_policy': 'disruptive',\n",
-       " 'guideline_vio': 'disruptive',\n",
-       " 'biased_pov': 'pov',\n",
-       " 'conflict_of_interest': 'pov',\n",
-       " 'self_promotion': 'pov',\n",
-       " 'seo': 'pov',\n",
-       " 'good_faith': 'good_faith',\n",
-       " 'good_faith_refs': 'good_faith',\n",
-       " 'good_faith_deletion': 'good_faith',\n",
-       " 'good_faith_orthography': 'good_faith',\n",
-       " 'good_faith_article_creation': 'good_faith',\n",
-       " 'good_faith_external_resources': 'good_faith',\n",
-       " 'good_faith_template': 'good_faith',\n",
-       " 'good_faith_wiki_syntax': 'good_faith',\n",
-       " 'good_faith_test_edits': 'good_faith',\n",
-       " 'good_faith_edit_summary': 'good_faith',\n",
-       " 'good_faith_revert': 'good_faith',\n",
-       " 'good_faith_wiki_links': 'good_faith',\n",
-       " 'good_faith_userpage': 'good_faith',\n",
-       " 'good_faith_redirect': 'good_faith',\n",
-       " 'good_faith_html': 'good_faith',\n",
-       " 'good_faith_categories': 'good_faith',\n",
-       " 'good_faith_move': 'good_faith',\n",
-       " 'good_faith_image': 'good_faith',\n",
-       " 'good_faith_edits': 'good_faith',\n",
-       " 'bug': 'maintenance',\n",
-       " 'test': 'maintenance',\n",
-       " 'general_maintenance': 'maintenance',\n",
-       " 'general_tracking': 'maintenance',\n",
-       " 'unknown': 'unknown',\n",
-       " 'misc': 'unknown',\n",
-       " 'unclear': 'unknown'}"
-      ]
-     },
-     "execution_count": 63,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# An auxiliery assignment of manual tags to their corresponding clusters\n",
     "clusters = {}\n",
@@ -12791,9 +12717,7 @@
     "unknown = ['unknown', 'misc', 'unclear']\n",
     "\n",
     "for i in unknown:\n",
-    "    clusters[i] = 'unknown'\n",
-    "    \n",
-    "clusters"
+    "    clusters[i] = 'unknown'"
    ]
   },
   {
@@ -12857,11 +12781,114 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# TODO Plot of parent categories!"
+    "# With 4 parent clusters only\n",
+    "\n",
+    "# An auxiliery assignment of manual tags to their corresponding clusters\n",
+    "clusters = {}\n",
+    "\n",
+    "vandalism = ['bot_vandalism', 'page_move_vandalism', 'image_vandalism', 'talk_page_vandalism', 'template_vandalism', \\\n",
+    "'link_vandalism', 'avoidant_vandalism', 'username_vandalism', 'silly_vandalism', 'trolling', 'hoaxing', 'prank', \\\n",
+    "'profanity_vandalism', 'religiously_motivated', 'politically_motivated', 'general_vandalism', \\\n",
+    "'sockpuppetry', 'long_term_abuse', 'abuse', 'harassment', 'doxxing', 'personal_attacks', \\\n",
+    "'impersonation', 'not_polite', 'hidden_vandalism',\\\n",
+    "'spam', 'phishing', 'malware']\n",
+    "\n",
+    "for i in vandalism:\n",
+    "    clusters[i] = 'vandalism'\n",
+    "    \n",
+    "good_faith = ['good_faith', 'good_faith_refs', 'good_faith_deletion', 'good_faith_orthography', \n",
+    "              'good_faith_article_creation', 'good_faith_external_resources', 'good_faith_template', \\\n",
+    "              'good_faith_wiki_syntax', 'good_faith_test_edits', 'good_faith_edit_summary', 'good_faith_revert', \\\n",
+    "              'good_faith_wiki_links', 'good_faith_userpage', 'good_faith_redirect', 'good_faith_html', \\\n",
+    "              'good_faith_categories', 'good_faith_move', 'good_faith_image', 'good_faith_edits', \\\n",
+    "              'copyright_violation', 'bad_style', 'lazyness', 'edit_warring', 'wiki_policy', 'guideline_vio', \\\n",
+    "              'biased_pov', 'conflict_of_interest', 'self_promotion', 'seo']\n",
+    "\n",
+    "\n",
+    "for i in good_faith:\n",
+    "    clusters[i] = 'good_faith'\n",
+    "    \n",
+    "maintenance = ['bug', 'test', 'general_maintenance', 'general_tracking']\n",
+    "\n",
+    "for i in maintenance:\n",
+    "    clusters[i] = 'maintenance'\n",
+    "    \n",
+    "unknown = ['unknown', 'misc', 'unclear']\n",
+    "\n",
+    "for i in unknown:\n",
+    "    clusters[i] = 'unknown'\n",
+    "\n",
+    "    \n",
+    "fig, ax = plt.subplots(num=None, figsize=(18, 6), dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
+    "tags_2nd = [x[0] for x in all_tags_2nd_counts]\n",
+    "counts_2nd = [x[1] for x in all_tags_2nd_counts]\n",
+    "\n",
+    "colormap={'vandalism':'#29506D',\n",
+    "          'good_faith':'#AAA439',\n",
+    "          'maintenance':'#D4A76A',\n",
+    "          'unknown':'#FFDBAA'}\n",
+    "\n",
+    "plt.yscale(\"log\")\n",
+    "plt.xlabel('actions')\n",
+    "plt.xticks(rotation='90')\n",
+    "plt.ylabel('Num filters')\n",
+    "plt.bar(tags_2nd, counts_2nd, color=[colormap[clusters[x]] for x in tags_2nd])\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Number of filters per parent category\n",
+    "\n",
+    "parent_cats = {'vandalism': 0,\n",
+    "               'good_faith': 0,\n",
+    "               'maintenance': 0,\n",
+    "               'unknown': 0}\n",
+    "\n",
+    "for x in all_tags_2nd_counts:\n",
+    "    parent_cats[clusters[x[0]]] += x[1]\n",
+    "\n",
+    "# Pie chart, where the slices will be ordered and plotted counter-clockwise:\n",
+    "labels = ['vandalism', 'good_faith', 'maintenance', 'unknown']\n",
+    "sizes = [parent_cats['vandalism'], parent_cats['good_faith'], parent_cats['maintenance'], parent_cats['unknown']]\n",
+    "\n",
+    "fig1, ax1 = plt.subplots()\n",
+    "ax1.set_prop_cycle(color=['#29506D', '#AAA439', '#D4A76A', '#FFDBAA'])\n",
+    "ax1.pie(sizes, labels=labels, autopct='%1.1f%%', explode=(0, 0, 0, 0), startangle=90)\n",
+    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+    "plt.show()"
    ]
   },
   {
-- 
GitLab