From 81cc0103a9814fbc76fd25da9e2706cba5eefbb7 Mon Sep 17 00:00:00 2001 From: Lyudmila Vaseva <vaseva@mi.fu-berlin.de> Date: Tue, 16 Jul 2019 17:27:59 +0200 Subject: [PATCH] Visualise editors' actions --- src/explore.ipynb | 157 +++++++++++++++++++++++++--------------------- 1 file changed, 87 insertions(+), 70 deletions(-) diff --git a/src/explore.ipynb b/src/explore.ipynb index 8d2e5dc..e32f2ab 100644 --- a/src/explore.ipynb +++ b/src/explore.ipynb @@ -661,7 +661,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -10130,16 +10130,16 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "' \\n# multiple line plot\\nnum=0\\nfor column in df.drop(\\'x\\', axis=1):\\n num+=1\\n plt.plot(df[\\'x\\'], df[column], marker=\\'\\', color=palette(num), linewidth=1, alpha=0.9, label=column)\\n \\n# Add legend\\nplt.legend(loc=2, ncol=2)\\n \\n# Add titles\\nplt.title(\"A (bad) Spaghetti plot\", loc=\\'left\\', fontsize=12, fontweight=0, color=\\'orange\\')\\nplt.xlabel(\"Time\")\\nplt.ylabel(\"Score\")\\n'" + "Text(0, 0.5, 'Score')" ] }, - "execution_count": 53, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, @@ -10193,22 +10193,7 @@ "# Add titles\n", "plt.title(\"A (bad) Spaghetti plot\", loc='left', fontsize=12, fontweight=0, color='orange')\n", "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Score\")\n", - "''' \n", - "# multiple line plot\n", - "num=0\n", - "for column in df.drop('x', axis=1):\n", - " num+=1\n", - " plt.plot(df['x'], df[column], marker='', color=palette(num), linewidth=1, alpha=0.9, label=column)\n", - " \n", - "# Add legend\n", - "plt.legend(loc=2, ncol=2)\n", - " \n", - "# Add titles\n", - "plt.title(\"A (bad) Spaghetti plot\", loc='left', fontsize=12, fontweight=0, color='orange')\n", - "plt.xlabel(\"Time\")\n", - "plt.ylabel(\"Score\")\n", - "'''" + "plt.ylabel(\"Score\")" ] }, { @@ -11000,11 +10985,82 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Score')" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# TODO multi line chart" + "# TODO multi line chart\n", + "#TODO Multi line chart: a line per action;\n", + "# TODO why are there combis such as \"disallow,tag\", but no \"warn,tag\"?\n", + "\n", + "# style\n", + "plt.style.use('seaborn-darkgrid')\n", + " \n", + "# create a color palette\n", + "palette = plt.get_cmap('Set1')\n", + "\n", + "plt.yscale('linear')\n", + "\n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"edit\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"edit\"]['Freq'],\n", + " color=palette(1),\n", + " label='edit')\n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"createaccount\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"createaccount\"]['Freq'],\n", + " color=palette(2),\n", + " label='createaccount')\n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"autocreateaccount\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"autocreateaccount\"]['Freq'],\n", + " color=palette(3),\n", + " label='autocreateaccount') \n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"delete\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"delete\"]['Freq'],\n", + " color=palette(4),\n", + " label='delete')\n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"move\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"move\"]['Freq'],\n", + " color=palette(5),\n", + " label='move')\n", + "plt.plot(df_ed_actions[df_ed_actions[\"EditorActions\"] == \"upload\"]['LogMonth'],\n", + " df_ed_actions[df_ed_actions[\"EditorActions\"] == \"upload\"]['Freq'],\n", + " color=palette(6),\n", + " label='upload') \n", + " \n", + "# Add legend\n", + "plt.legend(loc=2, ncol=2)\n", + " \n", + "# Add titles\n", + "plt.title(\"A (bad) Spaghetti plot\", loc='left', fontsize=12, fontweight=0, color='orange')\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Score\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So here we can see the ~70.000 account creations that triggered filters in the beginnings of 2016. But there was also a peak of >50.000 edit compared to the general values." ] }, { @@ -12425,7 +12481,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 61, "metadata": { "scrolled": true }, @@ -12476,7 +12532,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 62, "metadata": { "scrolled": true }, @@ -12534,7 +12590,7 @@ "31 29 tag good_faith_template\n", "4 172 tag good_faith_deletion\n", "107 420 throttle,disallow talk_page_vandalism\n", - "10 279 throttle,tag unclear / hidden_vandalism\n", + "10 279 throttle,tag unclear\n", "71 249 throttle,tag good_faith_revert\n", "43 80 throttle,warn,tag spam\n", "149 869 warn bad_style\n", @@ -12609,7 +12665,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -12651,7 +12707,6 @@ " 'guideline_vio': 'disruptive',\n", " 'biased_pov': 'pov',\n", " 'conflict_of_interest': 'pov',\n", - " 'stockbrocker_vandalism': 'pov',\n", " 'self_promotion': 'pov',\n", " 'seo': 'pov',\n", " 'good_faith': 'good_faith',\n", @@ -12682,7 +12737,7 @@ " 'unclear': 'unknown'}" ] }, - "execution_count": 54, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -12743,52 +12798,14 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": { "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'vandalism' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'hardcore_vandalism' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'spam' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'disruptive' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'pov' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'good_faith' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'maintenance' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n", - "/home/lus/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/matplotlib/legend.py:798: UserWarning: Legend does not support 'unknown' instances.\n", - "A proxy artist may be used instead.\n", - "See: http://matplotlib.org/users/legend_guide.html#creating-artists-specifically-for-adding-to-the-legend-aka-proxy-artists\n", - " \"aka-proxy-artists\".format(orig_handle)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1440x480 with 1 Axes>" ] @@ -12829,7 +12846,7 @@ "plt.ylabel('Num filters')\n", "plt.bar(tags_2nd, counts_2nd, color=[colormap[clusters[x]] for x in tags_2nd])\n", "#ax.legend((p1[0], p2[0]), ('Men', 'Women'))\n", - "ax.legend(colormap.keys(), colormap.values())\n", + "#ax.legend(colormap.keys(), colormap.values())\n", "#plt.xticks(matplotlib.dates.date2num(df_hits['LogMonth']))\n", "#plt.setp(plt.gca().xaxis.get_majorticklabels(), 'rotation', 60)\n", "#plt.grid(color='0.7', linestyle='-', linewidth=0.2)\n", -- GitLab