From afe4e90d4ce662d45643b086a58a36e9730f66c2 Mon Sep 17 00:00:00 2001
From: Lyudmila Vaseva <vaseva@mi.fu-berlin.de>
Date: Wed, 6 Mar 2019 11:46:01 +0100
Subject: [PATCH] Add new quarries

---
 quarries/quarry-34047                         |   6 +
 ...er-actions-per-month-en-wiki-run346492.csv | 578 ++++++++++++++++++
 quarries/quarry-34050                         |   6 +
 ...ered-an-abuse-filter-en-wiki-run346498.csv | 566 +++++++++++++++++
 src/explore.ipynb                             | 481 +++++++++++++++
 5 files changed, 1637 insertions(+)
 create mode 100644 quarries/quarry-34047
 create mode 100644 quarries/quarry-34047-number-of-abuse-filters-filter-actions-per-month-en-wiki-run346492.csv
 create mode 100644 quarries/quarry-34050
 create mode 100644 quarries/quarry-34050-which-actions-triggered-an-abuse-filter-en-wiki-run346498.csv

diff --git a/quarries/quarry-34047 b/quarries/quarry-34047
new file mode 100644
index 0000000..6e6faa0
--- /dev/null
+++ b/quarries/quarry-34047
@@ -0,0 +1,6 @@
+use enwiki_p;
+select left(afl_timestamp, 6) LogMonth, afl_actions FilterActions, count(*) Freq
+from abuse_filter_log
+group by left(afl_timestamp, 6), afl_actions
+order by 1 desc;
+
diff --git a/quarries/quarry-34047-number-of-abuse-filters-filter-actions-per-month-en-wiki-run346492.csv b/quarries/quarry-34047-number-of-abuse-filters-filter-actions-per-month-en-wiki-run346492.csv
new file mode 100644
index 0000000..e00adf6
--- /dev/null
+++ b/quarries/quarry-34047-number-of-abuse-filters-filter-actions-per-month-en-wiki-run346492.csv
@@ -0,0 +1,578 @@
+LogMonth,FilterActions,Freq
+201903,,14103
+201903,disallow,9430
+201903,tag,13283
+201903,warn,6001
+201902,,73101
+201902,disallow,47242
+201902,"disallow,tag",8
+201902,tag,81279
+201902,warn,34976
+201901,,81745
+201901,disallow,44370
+201901,"disallow,tag",8
+201901,tag,89263
+201901,warn,37282
+201812,,83958
+201812,disallow,33417
+201812,"disallow,tag",6
+201812,tag,76257
+201812,warn,32649
+201811,,83866
+201811,disallow,43244
+201811,"disallow,tag",5
+201811,tag,86062
+201811,warn,40056
+201810,,87070
+201810,disallow,38163
+201810,"disallow,tag",8
+201810,tag,86140
+201810,warn,45057
+201809,,88941
+201809,disallow,27452
+201809,"disallow,tag",1
+201809,tag,75443
+201809,warn,38517
+201808,,97404
+201808,disallow,22387
+201808,"disallow,tag",2
+201808,tag,69333
+201808,warn,26919
+201807,,93867
+201807,disallow,18885
+201807,"disallow,tag",3
+201807,tag,68355
+201807,warn,24367
+201806,,87889
+201806,disallow,21996
+201806,"disallow,tag",3
+201806,tag,70779
+201806,warn,28707
+201805,,83190
+201805,disallow,30660
+201805,"disallow,tag",2
+201805,tag,81854
+201805,warn,42529
+201804,,88356
+201804,disallow,30991
+201804,"disallow,tag",2
+201804,tag,83492
+201804,warn,40016
+201803,,89214
+201803,disallow,34215
+201803,"disallow,tag",14
+201803,tag,87523
+201803,warn,44465
+201802,,62171
+201802,disallow,32644
+201802,"disallow,tag",9
+201802,tag,76656
+201802,warn,42068
+201801,,73898
+201801,disallow,32164
+201801,"disallow,tag",16
+201801,tag,82561
+201801,warn,47066
+201712,,69844
+201712,disallow,29018
+201712,"disallow,tag",24
+201712,tag,77882
+201712,warn,36591
+201711,,80899
+201711,disallow,36644
+201711,"disallow,tag",5
+201711,tag,88037
+201711,warn,49086
+201710,,53931
+201710,disallow,36888
+201710,"disallow,tag",13
+201710,tag,86680
+201710,warn,46732
+201709,,54752
+201709,disallow,33821
+201709,"disallow,tag",13
+201709,tag,82391
+201709,warn,41813
+201708,,60397
+201708,disallow,23035
+201708,"disallow,tag",12
+201708,tag,80953
+201708,warn,31196
+201707,,51692
+201707,disallow,20400
+201707,"disallow,tag",55
+201707,tag,78377
+201707,warn,26254
+201706,,49375
+201706,disallow,24702
+201706,"disallow,tag",12
+201706,tag,79106
+201706,warn,31211
+201705,,53294
+201705,disallow,38804
+201705,"disallow,tag",29
+201705,tag,93352
+201705,warn,45771
+201704,,57507
+201704,disallow,34750
+201704,tag,91172
+201704,warn,41747
+201703,,63811
+201703,disallow,41589
+201703,"disallow,tag",5
+201703,tag,100220
+201703,warn,51456
+201702,,59729
+201702,disallow,38478
+201702,tag,100497
+201702,warn,47495
+201701,,72757
+201701,disallow,37437
+201701,"disallow,tag",793
+201701,tag,98513
+201701,warn,47425
+201612,,65386
+201612,disallow,33762
+201612,"disallow,tag",1018
+201612,tag,84967
+201612,warn,41547
+201611,,68020
+201611,disallow,43542
+201611,"disallow,tag",1831
+201611,tag,94212
+201611,warn,51050
+201610,,81701
+201610,disallow,42947
+201610,"disallow,tag",2091
+201610,tag,76270
+201610,warn,51061
+201609,,84743
+201609,disallow,37986
+201609,"disallow,tag",1940
+201609,tag,66150
+201609,warn,47587
+201608,,77446
+201608,disallow,19236
+201608,"disallow,tag",1032
+201608,tag,63639
+201608,warn,31328
+201607,,71839
+201607,disallow,16098
+201607,"disallow,tag",648
+201607,tag,57668
+201607,warn,25314
+201606,,72518
+201606,disallow,22867
+201606,"disallow,tag",1600
+201606,tag,66705
+201606,warn,38177
+201605,,110626
+201605,disallow,34094
+201605,"disallow,tag",3393
+201605,tag,86684
+201605,warn,59479
+201604,,125882
+201604,disallow,33097
+201604,"disallow,tag",2604
+201604,tag,92019
+201604,warn,65872
+201603,,134270
+201603,disallow,37722
+201603,"disallow,tag",3259
+201603,tag,109295
+201603,warn,75781
+201602,,146671
+201602,disallow,39050
+201602,"disallow,tag",4197
+201602,tag,104710
+201602,warn,72009
+201601,,149693
+201601,disallow,37575
+201601,"disallow,tag",4139
+201601,tag,103009
+201601,warn,78491
+201512,,127836
+201512,disallow,32589
+201512,"disallow,tag",3299
+201512,tag,82884
+201512,warn,60395
+201511,,133761
+201511,disallow,36455
+201511,"disallow,tag",5133
+201511,tag,92625
+201511,warn,70155
+201510,,73725
+201510,disallow,38407
+201510,"disallow,tag",5872
+201510,tag,85782
+201510,warn,61180
+201509,,71444
+201509,disallow,36617
+201509,"disallow,tag",5553
+201509,tag,104109
+201509,warn,55042
+201508,,79633
+201508,disallow,23675
+201508,"disallow,tag",2433
+201508,tag,70065
+201508,warn,39397
+201507,,80349
+201507,disallow,21611
+201507,"disallow,tag",1484
+201507,tag,67642
+201507,warn,36540
+201506,,96282
+201506,disallow,25959
+201506,"disallow,tag",2856
+201506,tag,68001
+201506,warn,43818
+201505,,78306
+201505,disallow,37125
+201505,"disallow,tag",5100
+201505,tag,72516
+201505,warn,56965
+201504,,40026
+201504,disallow,35597
+201504,"disallow,tag",1990
+201504,tag,68272
+201504,warn,55717
+201503,,39318
+201503,disallow,31820
+201503,"disallow,tag",1185
+201503,tag,61228
+201503,warn,54745
+201502,,30213
+201502,disallow,25365
+201502,"disallow,tag",986
+201502,tag,56550
+201502,warn,50415
+201501,,33586
+201501,disallow,24233
+201501,"disallow,tag",1080
+201501,tag,55088
+201501,warn,49565
+201412,,22192
+201412,disallow,22432
+201412,"disallow,tag",996
+201412,tag,47414
+201412,warn,44280
+201411,,14562
+201411,disallow,29593
+201411,"disallow,tag",1018
+201411,tag,51975
+201411,warn,57785
+201410,,14975
+201410,disallow,31997
+201410,"disallow,tag",1333
+201410,tag,54184
+201410,warn,63243
+201409,,11792
+201409,disallow,27074
+201409,"disallow,tag",474
+201409,tag,47818
+201409,warn,44992
+201408,,9019
+201408,disallow,17781
+201408,"disallow,tag",107
+201408,tag,36878
+201408,warn,29851
+201407,,5862
+201407,disallow,13917
+201407,"disallow,tag",42
+201407,tag,35235
+201407,warn,25781
+201406,,5745
+201406,disallow,18020
+201406,tag,38338
+201406,warn,32864
+201405,,6592
+201405,disallow,29036
+201405,tag,47389
+201405,warn,49771
+201404,,5955
+201404,disallow,28481
+201404,tag,45803
+201404,warn,49021
+201403,,7075
+201403,disallow,35482
+201403,tag,55006
+201403,warn,59560
+201402,,6174
+201402,disallow,36062
+201402,tag,48324
+201402,warn,55638
+201401,,18419
+201401,disallow,32678
+201401,tag,46966
+201401,warn,53907
+201312,,7072
+201312,disallow,30387
+201312,tag,44625
+201312,warn,48970
+201311,,8067
+201311,disallow,36748
+201311,tag,52529
+201311,warn,58851
+201310,,8154
+201310,disallow,38842
+201310,tag,52103
+201310,warn,63930
+201309,,5486
+201309,disallow,27228
+201309,tag,43952
+201309,warn,45634
+201308,,5497
+201308,disallow,18362
+201308,tag,45243
+201308,warn,47908
+201307,,13254
+201307,disallow,16821
+201307,tag,41150
+201307,warn,41938
+201306,,5671
+201306,disallow,23741
+201306,tag,39106
+201306,warn,40746
+201305,,5523
+201305,disallow,40765
+201305,tag,52587
+201305,warn,64769
+201304,,5927
+201304,disallow,34035
+201304,tag,48650
+201304,warn,57844
+201303,,6447
+201303,disallow,39784
+201303,tag,54316
+201303,warn,56250
+201302,,10339
+201302,disallow,55515
+201302,tag,68045
+201302,warn,62612
+201301,,4289
+201301,disallow,48589
+201301,tag,52563
+201301,warn,64314
+201212,,3832
+201212,disallow,37316
+201212,tag,48256
+201212,warn,57975
+201211,,3714
+201211,disallow,55868
+201211,tag,56532
+201211,warn,70877
+201210,,4077
+201210,disallow,62034
+201210,tag,61103
+201210,warn,76990
+201209,,3698
+201209,aftv5flagabuse,4
+201209,disallow,46018
+201209,tag,49362
+201209,warn,61652
+201208,,5241
+201208,aftv5flagabuse,1667
+201208,blockautopromote,1
+201208,disallow,26910
+201208,tag,42266
+201208,warn,46333
+201207,,3773
+201207,aftv5flagabuse,2589
+201207,blockautopromote,3
+201207,disallow,20299
+201207,tag,41351
+201207,warn,42891
+201206,,3499
+201206,aftv5flagabuse,1330
+201206,blockautopromote,6
+201206,disallow,23621
+201206,tag,44051
+201206,warn,51255
+201205,,5168
+201205,aftv5flagabuse,165
+201205,blockautopromote,14
+201205,disallow,39424
+201205,tag,56900
+201205,warn,76334
+201204,,14646
+201204,blockautopromote,13
+201204,disallow,35270
+201204,tag,54736
+201204,warn,69188
+201203,,14944
+201203,disallow,37819
+201203,tag,63256
+201203,warn,68052
+201202,,14436
+201202,disallow,35079
+201202,tag,91227
+201202,warn,56388
+201201,,15198
+201201,disallow,32414
+201201,tag,89133
+201201,warn,55312
+201112,,15142
+201112,blockautopromote,12
+201112,disallow,32536
+201112,tag,81560
+201112,warn,46147
+201111,,15303
+201111,blockautopromote,8
+201111,disallow,41648
+201111,tag,94732
+201111,warn,59483
+201110,,19633
+201110,blockautopromote,10
+201110,disallow,37368
+201110,tag,97831
+201110,warn,69744
+201109,,20221
+201109,disallow,20749
+201109,tag,79800
+201109,warn,51175
+201108,,18714
+201108,blockautopromote,1
+201108,disallow,12339
+201108,tag,66644
+201108,warn,36267
+201107,,24999
+201107,blockautopromote,8
+201107,disallow,10837
+201107,tag,65550
+201107,warn,31792
+201106,,21367
+201106,disallow,12167
+201106,tag,73194
+201106,warn,36889
+201105,,23275
+201105,disallow,17909
+201105,tag,82053
+201105,warn,50194
+201104,,8234
+201104,disallow,20586
+201104,tag,81344
+201104,warn,50532
+201103,,1616
+201103,blockautopromote,1
+201103,"blockautopromote,tag",3
+201103,disallow,25796
+201103,tag,93918
+201103,warn,56205
+201102,,877
+201102,disallow,26990
+201102,tag,92284
+201102,warn,53071
+201101,,1295
+201101,disallow,24592
+201101,tag,101022
+201101,warn,54226
+201012,,1104
+201012,disallow,22623
+201012,tag,87283
+201012,warn,46728
+201011,,8267
+201011,disallow,28428
+201011,tag,101536
+201011,warn,57098
+201010,,11464
+201010,disallow,31973
+201010,tag,103304
+201010,warn,59989
+201009,,1873
+201009,disallow,26932
+201009,tag,93995
+201009,warn,51906
+201008,,6778
+201008,disallow,19690
+201008,tag,77666
+201008,warn,34189
+201007,,3574
+201007,disallow,18499
+201007,tag,75202
+201007,warn,30412
+201006,,2528
+201006,disallow,23887
+201006,"disallow,tag",6
+201006,tag,84337
+201006,warn,35406
+201005,,4819
+201005,blockautopromote,1
+201005,disallow,40723
+201005,"disallow,tag",1
+201005,tag,113077
+201005,warn,48201
+201004,,7930
+201004,disallow,12404
+201004,"disallow,tag",17
+201004,tag,117993
+201004,warn,59037
+201003,,2022
+201003,disallow,18535
+201003,tag,133060
+201003,warn,63475
+201002,,2133
+201002,disallow,21561
+201002,tag,121825
+201002,warn,60861
+201001,,4507
+201001,disallow,17862
+201001,tag,113196
+201001,warn,57811
+200912,,3592
+200912,blockautopromote,463
+200912,disallow,16938
+200912,tag,98320
+200912,warn,47193
+200911,,3100
+200911,blockautopromote,44
+200911,"blockautopromote,tag",2
+200911,disallow,19738
+200911,"disallow,tag",107
+200911,tag,120159
+200911,warn,67077
+200910,,5221
+200910,disallow,17143
+200910,"disallow,tag",71
+200910,tag,128281
+200910,warn,76149
+200909,,8169
+200909,blockautopromote,24
+200909,"blockautopromote,tag",18
+200909,disallow,16334
+200909,"disallow,tag",102
+200909,tag,116530
+200909,warn,72031
+200908,,11243
+200908,blockautopromote,21
+200908,disallow,8162
+200908,"disallow,tag",20
+200908,tag,89814
+200908,warn,53021
+200907,,15288
+200907,blockautopromote,37
+200907,disallow,4037
+200907,tag,89516
+200907,warn,52115
+200906,,13096
+200906,blockautopromote,35
+200906,disallow,4102
+200906,tag,96801
+200906,warn,65142
+200905,,56138
+200905,blockautopromote,42
+200905,disallow,4750
+200905,"disallow,tag",11
+200905,tag,63420
+200905,warn,87518
+200904,,52076
+200904,blockautopromote,118
+200904,disallow,4637
+200904,"disallow,tag",10
+200904,tag,33447
+200904,warn,88864
+200903,,24757
+200903,blockautopromote,272
+200903,"blockautopromote,tag",2
+200903,disallow,2807
+200903,tag,17865
+200903,warn,53305
diff --git a/quarries/quarry-34050 b/quarries/quarry-34050
new file mode 100644
index 0000000..2a1d164
--- /dev/null
+++ b/quarries/quarry-34050
@@ -0,0 +1,6 @@
+use enwiki_p;
+select left(afl_timestamp, 6) LogMonth, afl_action EditorActions, count(*) Freq
+from abuse_filter_log
+group by left(afl_timestamp, 6), afl_action
+order by 1 desc;
+
diff --git a/quarries/quarry-34050-which-actions-triggered-an-abuse-filter-en-wiki-run346498.csv b/quarries/quarry-34050-which-actions-triggered-an-abuse-filter-en-wiki-run346498.csv
new file mode 100644
index 0000000..1c4e138
--- /dev/null
+++ b/quarries/quarry-34050-which-actions-triggered-an-abuse-filter-en-wiki-run346498.csv
@@ -0,0 +1,566 @@
+LogMonth,EditorActions,Freq
+201903,autocreateaccount,47
+201903,createaccount,4780
+201903,delete,5
+201903,edit,37950
+201903,move,84
+201903,upload,3
+201902,autocreateaccount,454
+201902,createaccount,25204
+201902,delete,5
+201902,edit,210488
+201902,move,445
+201902,upload,10
+201901,autocreateaccount,281
+201901,createaccount,27924
+201901,delete,21
+201901,edit,223870
+201901,move,568
+201901,upload,4
+201812,autocreateaccount,102
+201812,createaccount,35405
+201812,delete,5
+201812,edit,189795
+201812,move,959
+201812,upload,21
+201811,autocreateaccount,486
+201811,createaccount,35421
+201811,delete,2
+201811,edit,216220
+201811,move,1048
+201811,upload,56
+201810,autocreateaccount,744
+201810,createaccount,37240
+201810,delete,13
+201810,edit,217446
+201810,move,947
+201810,upload,48
+201809,autocreateaccount,709
+201809,createaccount,39360
+201809,delete,11
+201809,edit,189821
+201809,move,441
+201809,upload,12
+201808,autocreateaccount,1326
+201808,createaccount,39755
+201808,edit,174531
+201808,move,402
+201808,upload,31
+201807,autocreateaccount,1246
+201807,createaccount,37216
+201807,delete,8
+201807,edit,166540
+201807,move,461
+201807,upload,6
+201806,autocreateaccount,299
+201806,createaccount,33262
+201806,delete,2
+201806,edit,175272
+201806,move,529
+201806,upload,10
+201805,autocreateaccount,313
+201805,createaccount,33229
+201805,edit,204151
+201805,move,532
+201805,upload,10
+201804,autocreateaccount,216
+201804,createaccount,25171
+201804,delete,4
+201804,edit,216750
+201804,move,709
+201804,upload,7
+201803,autocreateaccount,94
+201803,createaccount,21655
+201803,delete,85
+201803,edit,232464
+201803,move,726
+201803,upload,407
+201802,autocreateaccount,269
+201802,createaccount,16330
+201802,delete,5
+201802,edit,196347
+201802,move,594
+201802,upload,3
+201801,autocreateaccount,208
+201801,createaccount,27960
+201801,delete,4
+201801,edit,206999
+201801,move,531
+201801,upload,3
+201712,autocreateaccount,184
+201712,createaccount,17169
+201712,delete,9
+201712,edit,195250
+201712,move,747
+201711,autocreateaccount,239
+201711,createaccount,19292
+201711,edit,234466
+201711,move,670
+201711,upload,4
+201710,autocreateaccount,186
+201710,createaccount,16133
+201710,delete,16
+201710,edit,207490
+201710,move,417
+201710,upload,2
+201709,autocreateaccount,229
+201709,createaccount,15452
+201709,delete,3
+201709,edit,196832
+201709,move,265
+201709,upload,9
+201708,autocreateaccount,124
+201708,createaccount,15041
+201708,delete,1
+201708,edit,180182
+201708,move,243
+201708,upload,2
+201707,autocreateaccount,170
+201707,createaccount,15061
+201707,delete,2
+201707,edit,161290
+201707,move,244
+201707,upload,11
+201706,autocreateaccount,335
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diff --git a/src/explore.ipynb b/src/explore.ipynb
index f1cb27e..091282a 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -1328,6 +1328,487 @@
     "active_public[active_public['af_actions'].fillna('').str.contains('disallow')]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>LogMonth</th>\n",
+       "      <th>FilterActions</th>\n",
+       "      <th>Freq</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201903</td>\n",
+       "      <td>log</td>\n",
+       "      <td>14103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
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+       "      <td>disallow</td>\n",
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+       "      <th>2</th>\n",
+       "      <td>201903</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>13283</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>201903</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>6001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>201902</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>201902</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>47242</td>\n",
+       "    </tr>\n",
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+       "      <th>6</th>\n",
+       "      <td>201902</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
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+       "      <td>201902</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>81279</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201902</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>34976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>log</td>\n",
+       "      <td>81745</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>44370</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>89263</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201901</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>37282</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>201812</td>\n",
+       "      <td>log</td>\n",
+       "      <td>83958</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>201812</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>33417</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>201812</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>201812</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>76257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>201812</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>32649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>201811</td>\n",
+       "      <td>log</td>\n",
+       "      <td>83866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201811</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>43244</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>201811</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>201811</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>86062</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>201811</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>40056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>201810</td>\n",
+       "      <td>log</td>\n",
+       "      <td>87070</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>201810</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>38163</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201810</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>201810</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>86140</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>201810</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>45057</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>201809</td>\n",
+       "      <td>log</td>\n",
+       "      <td>88941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>547</th>\n",
+       "      <td>200908</td>\n",
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+       "      <td>89814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>548</th>\n",
+       "      <td>200908</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>53021</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>549</th>\n",
+       "      <td>200907</td>\n",
+       "      <td>log</td>\n",
+       "      <td>15288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>550</th>\n",
+       "      <td>200907</td>\n",
+       "      <td>blockautopromote</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>551</th>\n",
+       "      <td>200907</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>4037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>552</th>\n",
+       "      <td>200907</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>89516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>553</th>\n",
+       "      <td>200907</td>\n",
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+       "      <td>52115</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>554</th>\n",
+       "      <td>200906</td>\n",
+       "      <td>log</td>\n",
+       "      <td>13096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>555</th>\n",
+       "      <td>200906</td>\n",
+       "      <td>blockautopromote</td>\n",
+       "      <td>35</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>556</th>\n",
+       "      <td>200906</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>4102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>557</th>\n",
+       "      <td>200906</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>96801</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>558</th>\n",
+       "      <td>200906</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>65142</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>559</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>log</td>\n",
+       "      <td>56138</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>560</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>blockautopromote</td>\n",
+       "      <td>42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>561</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>4750</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>562</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>563</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>63420</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>564</th>\n",
+       "      <td>200905</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>87518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>565</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>log</td>\n",
+       "      <td>52076</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>566</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>blockautopromote</td>\n",
+       "      <td>118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>567</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>4637</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>568</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>disallow,tag</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>569</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>33447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>570</th>\n",
+       "      <td>200904</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>88864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>571</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>log</td>\n",
+       "      <td>24757</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>572</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>blockautopromote</td>\n",
+       "      <td>272</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>573</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>blockautopromote,tag</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>574</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>disallow</td>\n",
+       "      <td>2807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>575</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>17865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>576</th>\n",
+       "      <td>200903</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>53305</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>577 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     LogMonth         FilterActions   Freq\n",
+       "0      201903                   log  14103\n",
+       "1      201903              disallow   9430\n",
+       "2      201903                   tag  13283\n",
+       "3      201903                  warn   6001\n",
+       "4      201902                   log  73101\n",
+       "5      201902              disallow  47242\n",
+       "6      201902          disallow,tag      8\n",
+       "7      201902                   tag  81279\n",
+       "8      201902                  warn  34976\n",
+       "9      201901                   log  81745\n",
+       "10     201901              disallow  44370\n",
+       "11     201901          disallow,tag      8\n",
+       "12     201901                   tag  89263\n",
+       "13     201901                  warn  37282\n",
+       "14     201812                   log  83958\n",
+       "15     201812              disallow  33417\n",
+       "16     201812          disallow,tag      6\n",
+       "17     201812                   tag  76257\n",
+       "18     201812                  warn  32649\n",
+       "19     201811                   log  83866\n",
+       "20     201811              disallow  43244\n",
+       "21     201811          disallow,tag      5\n",
+       "22     201811                   tag  86062\n",
+       "23     201811                  warn  40056\n",
+       "24     201810                   log  87070\n",
+       "25     201810              disallow  38163\n",
+       "26     201810          disallow,tag      8\n",
+       "27     201810                   tag  86140\n",
+       "28     201810                  warn  45057\n",
+       "29     201809                   log  88941\n",
+       "..        ...                   ...    ...\n",
+       "547    200908                   tag  89814\n",
+       "548    200908                  warn  53021\n",
+       "549    200907                   log  15288\n",
+       "550    200907      blockautopromote     37\n",
+       "551    200907              disallow   4037\n",
+       "552    200907                   tag  89516\n",
+       "553    200907                  warn  52115\n",
+       "554    200906                   log  13096\n",
+       "555    200906      blockautopromote     35\n",
+       "556    200906              disallow   4102\n",
+       "557    200906                   tag  96801\n",
+       "558    200906                  warn  65142\n",
+       "559    200905                   log  56138\n",
+       "560    200905      blockautopromote     42\n",
+       "561    200905              disallow   4750\n",
+       "562    200905          disallow,tag     11\n",
+       "563    200905                   tag  63420\n",
+       "564    200905                  warn  87518\n",
+       "565    200904                   log  52076\n",
+       "566    200904      blockautopromote    118\n",
+       "567    200904              disallow   4637\n",
+       "568    200904          disallow,tag     10\n",
+       "569    200904                   tag  33447\n",
+       "570    200904                  warn  88864\n",
+       "571    200903                   log  24757\n",
+       "572    200903      blockautopromote    272\n",
+       "573    200903  blockautopromote,tag      2\n",
+       "574    200903              disallow   2807\n",
+       "575    200903                   tag  17865\n",
+       "576    200903                  warn  53305\n",
+       "\n",
+       "[577 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Which actions were triggered how often over the years\n",
+    "df_actions = pd.read_csv(\"quarry-34047-number-of-abuse-filters-filter-actions-per-month-en-wiki-run346492.csv\", sep=',')\n",
+    "df_actions.fillna('log')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
-- 
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