diff --git a/src/explore.ipynb b/src/explore.ipynb
index ce598d4328250fa7a0640ec59a69d7e046e62238..56b8cdfaf4a61550fc311d2c86d67698a5dadf70 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -661,7 +661,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
@@ -1756,86 +1756,527 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
- "data": {
- "text/plain": [
- "10.68.16.39 1689\n",
- "37.113.52.15 1249\n",
- "95.152.44.52 1133\n",
- "5.165.178.194 715\n",
- "94.181.143.10 697\n",
- "95.152.42.158 674\n",
- "5.166.250.109 559\n",
- "5.166.224.152 556\n",
- "Acheter cialis 533\n",
- "37.113.51.96 473\n",
- "93.124.7.25 430\n",
- "5.167.114.39 317\n",
- "93.124.34.23 307\n",
- "36.250.176.0 291\n",
- "Wwekik2222kdjdj 279\n",
- "37.113.37.111 274\n",
- "94.181.170.143 247\n",
- "Theadityapratap 239\n",
- "94.181.156.128 229\n",
- "93.124.46.78 222\n",
- "Achat cialis 222\n",
- "93.124.28.116 213\n",
- "176.97.116.140 202\n",
- "5.165.186.39 192\n",
- "Acquistare cialis 190\n",
- "93.124.74.221 187\n",
- "AbhiJahazi 186\n",
- "37.113.34.32 186\n",
- "37.113.28.187 185\n",
- "64.62.219.98 180\n",
- " ... \n",
- "HortonTimsonOlvsL 1\n",
- "75.108.207.104 1\n",
- "Ambalamb 1\n",
- "98.183.198.159 1\n",
- "2600:1003:B460:10FF:3580:4CD7:FCA8:76A8 1\n",
- "Arth21 1\n",
- "LinaPom774069 1\n",
- "50.133.191.168 1\n",
- "37.44.110.64 1\n",
- "76.9.63.87 1\n",
- "2602:306:BCCB:3360:A9C9:3DCF:17AC:FE29 1\n",
- "82.40.75.53 1\n",
- "2601:646:8801:FB67:542A:8A08:C2C6:ED03 1\n",
- "95.239.155.109 1\n",
- "2600:1002:B001:834C:AB:517:31CF:FEB6 1\n",
- "120.145.0.23 1\n",
- "94.3.229.99 1\n",
- "49.204.22.233 1\n",
- "71.85.159.151 1\n",
- "204.174.144.1 1\n",
- "96.29.192.142 1\n",
- "CGrater 1\n",
- "Lotta21 1\n",
- "JuwelRana 1\n",
- "207.165.194.249 1\n",
- "Sujithbdu 1\n",
- "Arsyad44 1\n",
- "108.89.84.24 1\n",
- "41.174.157.12 1\n",
- "PorthBohnVGUK 1\n",
- "Name: afl_user_text, Length: 139586, dtype: int64"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10.68.16.39 1689\n",
+ "37.113.52.15 1249\n",
+ "95.152.44.52 1133\n",
+ "5.165.178.194 715\n",
+ "94.181.143.10 697\n",
+ "95.152.42.158 674\n",
+ "5.166.250.109 559\n",
+ "5.166.224.152 556\n",
+ "Acheter cialis 533\n",
+ "37.113.51.96 473\n",
+ "93.124.7.25 430\n",
+ "5.167.114.39 317\n",
+ "93.124.34.23 307\n",
+ "36.250.176.0 291\n",
+ "Wwekik2222kdjdj 279\n",
+ "37.113.37.111 274\n",
+ "94.181.170.143 247\n",
+ "Theadityapratap 239\n",
+ "94.181.156.128 229\n",
+ "93.124.46.78 222\n",
+ "Achat cialis 222\n",
+ "93.124.28.116 213\n",
+ "176.97.116.140 202\n",
+ "5.165.186.39 192\n",
+ "Acquistare cialis 190\n",
+ "93.124.74.221 187\n",
+ "AbhiJahazi 186\n",
+ "37.113.34.32 186\n",
+ "37.113.28.187 185\n",
+ "64.62.219.98 180\n",
+ "222.77.212.168 173\n",
+ "64.62.219.148 173\n",
+ "37.113.22.12 171\n",
+ "188.120.134.68 169\n",
+ "37.113.28.212 157\n",
+ "5.166.255.126 156\n",
+ "205.213.52.13 153\n",
+ "68.84.101.104 150\n",
+ "37.113.22.212 149\n",
+ "AesterSl 146\n",
+ "5.166.231.32 146\n",
+ "93.124.29.148 144\n",
+ "96.37.204.168 142\n",
+ "5.167.126.42 142\n",
+ "66.102.230.110 141\n",
+ "178.125.162.54 140\n",
+ "Alecdaly 138\n",
+ "5.167.116.53 136\n",
+ "5.165.185.198 136\n",
+ "Kennethtima 135\n",
+ "86.58.36.235 131\n",
+ "178.125.193.125 126\n",
+ "Bilal Akbulut 122\n",
+ "Rajendra Ramtel 118\n",
+ "EugeneRix 114\n",
+ "Toulton19 114\n",
+ "178.125.185.25 110\n",
+ "BizzellCorp 109\n",
+ "84.90.219.128 108\n",
+ "63.231.140.34 106\n",
+ "93.124.126.23 105\n",
+ "178.137.212.49 104\n",
+ "176.109.183.238 101\n",
+ "64.62.219.70 100\n",
+ "107.0.17.138 99\n",
+ "Ginaginagina123 99\n",
+ "Abdul moksha de jabar 98\n",
+ "Rajukumar141011 97\n",
+ "Vimalvishwakar6 96\n",
+ "184.97.149.210 95\n",
+ "71.72.91.197 94\n",
+ "199.231.184.74 93\n",
+ "Avosic 92\n",
+ "RadioYousuf 92\n",
+ "178.207.224.217 89\n",
+ "AidInternationalFund 89\n",
+ "MichaelsMeanies 89\n",
+ "188.120.153.125 89\n",
+ "5.166.254.110 89\n",
+ "94.158.43.41 89\n",
+ "178.125.132.158 88\n",
+ "178.125.237.213 86\n",
+ "93.124.37.176 86\n",
+ "Epicgenius 85\n",
+ "Kimbuere 85\n",
+ "24.103.48.226 84\n",
+ "45.26.44.116 84\n",
+ "Materialscientist 84\n",
+ "184.97.185.44 83\n",
+ "5.165.176.37 83\n",
+ "37.115.220.115 83\n",
+ "70.90.150.225 81\n",
+ "64.134.64.190 79\n",
+ "Prix cialis 79\n",
+ "71.31.94.254 79\n",
+ "Tylerbooty 78\n",
+ "Megafreackingman 78\n",
+ "Govbharti 77\n",
+ "SMSSPriscilla 76\n",
+ "178.125.167.141 76\n",
+ "Harrogateafc 76\n",
+ "2601:244:4400:FE89:41EB:45B2:3F91:ECE4 76\n",
+ "Colourmoon 76\n",
+ "OMG420 76\n",
+ "81.88.116.27 76\n",
+ "68.46.222.11 76\n",
+ "Selkirk sucks 75\n",
+ "100.37.131.59 75\n",
+ "37.211.55.95 74\n",
+ "2601:204:100:4000:D0FB:FCEA:55B0:4E21 74\n",
+ "216.186.17.100 74\n",
+ "2607:FB90:1227:A5E4:0:1C:64E6:EE01 73\n",
+ "176.109.229.187 73\n",
+ "Hellenic Foundation for Culture 72\n",
+ "94.181.162.157 72\n",
+ "5.167.125.122 72\n",
+ "108.4.65.75 71\n",
+ "Otsh2014 71\n",
+ "GoldRingChip 71\n",
+ "IMS331 71\n",
+ "Bab boye12 69\n",
+ "172.99.17.45 69\n",
+ "178.125.170.44 69\n",
+ "Matt16081608 68\n",
+ "97.93.174.233 68\n",
+ "Lakikw 68\n",
+ "71.55.151.230 68\n",
+ "Thenationawakes1 68\n",
+ "78.146.161.91 67\n",
+ "120.37.205.132 67\n",
+ "Cantorwally 67\n",
+ "188.120.151.141 67\n",
+ "ChiShip Couriers 66\n",
+ "Salman solanki 66\n",
+ "Got Mold Home Warranty 66\n",
+ "Young grace 66\n",
+ "177.33.15.40 66\n",
+ "RenegadeDevelopment 66\n",
+ "Lowfloatindex 66\n",
+ "95.152.15.191 66\n",
+ "NishantBohra 66\n",
+ "96.226.126.242 66\n",
+ "178.125.204.125 65\n",
+ "Tj-b223 65\n",
+ "46.185.121.71 65\n",
+ "TUPAC SHAKUR1 64\n",
+ "207.237.79.152 64\n",
+ "Gaurav kishor sharma 63\n",
+ "24.11.33.156 63\n",
+ "199.249.227.127 63\n",
+ "Abi99098 63\n",
+ "Liukairen 63\n",
+ "FtLauderGuy 63\n",
+ "Snowman123 s 62\n",
+ "Dxasadakbar 62\n",
+ "Patrick FOULON 62\n",
+ "Notafly 61\n",
+ "216.145.67.8 61\n",
+ "168.221.157.196 61\n",
+ "Sportshub 61\n",
+ "216.56.8.89 61\n",
+ "Saumali choudhury 60\n",
+ "194.154.22.133 60\n",
+ "145.103.114.17 59\n",
+ "MélanieMartins 59\n",
+ "WymanMemorialProject 59\n",
+ "Yttube 58\n",
+ "Uttamvastra 58\n",
+ "Profdeo22 58\n",
+ "Flocea80 58\n",
+ "64.187.127.177 58\n",
+ "31.49.220.136 58\n",
+ "EscondidoHistory 58\n",
+ "173.191.55.126 57\n",
+ "166.177.248.45 57\n",
+ "Toby7232 57\n",
+ "Buttgrease 57\n",
+ "203.177.97.174 57\n",
+ "Surrey Cockfucker 57\n",
+ "73.32.62.197 57\n",
+ "Ehtesham888 56\n",
+ "City-Of-Derby-Academy 56\n",
+ "2602:306:3796:ABD0:B56E:DFDC:1599:F9BE 56\n",
+ "Flakkariice 56\n",
+ "162.246.175.91 55\n",
+ "81.131.77.174 55\n",
+ "Aeontv 55\n",
+ "49.146.204.250 55\n",
+ "178.125.225.205 55\n",
+ "Dickbuttchocalateeater 55\n",
+ "2.102.9.193 55\n",
+ "178.125.142.105 55\n",
+ "70.124.133.228 55\n",
+ "Stevennguyen123 55\n",
+ "Peenident 55\n",
+ "EveCrew82 54\n",
+ "Azeemtelecome 54\n",
+ "2601:188:0:ABE6:65F5:930C:B0B2:CD63 54\n",
+ "24.186.183.227 54\n",
+ "Ahmadrezabayani 54\n",
+ "AlkReadEditView history 54\n",
+ "183.83.244.172 53\n",
+ "GeeAichhBee 53\n",
+ "Muvarna 53\n",
+ "FartMCtart 53\n",
+ "2.108.3.204 53\n",
+ "BadWolfFilms 53\n",
+ "37.113.19.124 53\n",
+ "194.81.223.13 53\n",
+ "Damai.cn 52\n",
+ "117.68.211.255 52\n",
+ "Gazorpazorp723 52\n",
+ "Qikiterast 52\n",
+ "Sangbadkonika 52\n",
+ "49.191.131.43 52\n",
+ "199.120.252.122 52\n",
+ "125.86.30.16 52\n",
+ "205.237.30.148 52\n",
+ "Mysterymanboy 52\n",
+ "95.87.152.60 51\n",
+ "Delaviegas 51\n",
+ "Philafrenzy 51\n",
+ "125.86.3.193 51\n",
+ "14.100.132.7 51\n",
+ "Teamunite 51\n",
+ "87.252.67.241 51\n",
+ "206.82.18.126 51\n",
+ "CitizenZee 50\n",
+ "40.135.233.254 50\n",
+ "Wik781 50\n",
+ "1valkilmer 50\n",
+ "66.87.100.83 50\n",
+ "QuarterBones 50\n",
+ "Wiki manager 11111 50\n",
+ "Examideas 49\n",
+ "217.165.64.211 49\n",
+ "Thantsinaungmrit 49\n",
+ "24.149.10.170 49\n",
+ "82.6.186.144 49\n",
+ "Hihihihihihhihhihihihihi 49\n",
+ "126.236.49.58 49\n",
+ "115.133.117.249 49\n",
+ "Shrunk12 49\n",
+ "UltraCake 48\n",
+ "2602:304:CEBF:8590:15D4:6EB8:1C89:E9AE 48\n",
+ "Ishraqkhan 48\n",
+ "75.82.112.108 48\n",
+ "158.59.127.107 48\n",
+ "Abdousaied76 48\n",
+ "Sleepfuture 48\n",
+ " ... \n",
+ "Khan turbo 1\n",
+ "72.204.184.11 1\n",
+ "205.144.100.200 1\n",
+ "2601:742:201:6DF0:3C08:CD75:A38E:49B9 1\n",
+ "79.218.249.138 1\n",
+ "Joshidivya 1\n",
+ "90.229.246.44 1\n",
+ "68.117.48.231 1\n",
+ "84.84.158.168 1\n",
+ "2605:6001:E605:5700:7527:2E8C:D4A:EB12 1\n",
+ "Sheffieldbusandtruck 1\n",
+ "Half-Mad-Media 1\n",
+ "46.23.105.20 1\n",
+ "68.55.144.63 1\n",
+ "Sasclassics 1\n",
+ "Marymusicale 1\n",
+ "121.54.54.140 1\n",
+ "FombyBuzzelliEror 1\n",
+ "97.82.85.26 1\n",
+ "77.119.129.116 1\n",
+ "172.90.218.82 1\n",
+ "Mrs Wright18 1\n",
+ "162.205.13.36 1\n",
+ "69.115.190.107 1\n",
+ "KleinsorgeStrawhornKjTLI 1\n",
+ "ZapienIngmirecQJC 1\n",
+ "Usov3516 1\n",
+ "How To Hide A Body 1\n",
+ "Pruthvi nayak 1\n",
+ "Galaeantonio 1\n",
+ "Rbrusseltje 1\n",
+ "174.1.104.139 1\n",
+ "2600:1002:B127:E70C:D112:D4E1:C139:5C95 1\n",
+ "Hassan ali ghanieh nazha 1\n",
+ "PokBirdoTVhl 1\n",
+ "TheDukeW 1\n",
+ "94.200.149.22 1\n",
+ "108.4.71.26 1\n",
+ "86.25.170.196 1\n",
+ "67.83.188.159 1\n",
+ "CurticeRipkaYQVro 1\n",
+ "172.0.192.93 1\n",
+ "2602:306:247D:919:907C:53DA:FA2D:D854 1\n",
+ "Arunkumara1983 1\n",
+ "66.191.182.116 1\n",
+ "178.3.37.203 1\n",
+ "AdamVarch 1\n",
+ "174.126.73.115 1\n",
+ "Mhdtarek 1\n",
+ "ZanghiZarembalnKz 1\n",
+ "173.24.33.41 1\n",
+ "198.109.26.125 1\n",
+ "41.84.213.213 1\n",
+ "2602:306:80F5:5C70:38C0:CEF0:32D8:B301 1\n",
+ "86.128.211.144 1\n",
+ "Habib errant 1\n",
+ "RumbleyLirianosCww 1\n",
+ "50.156.94.221 1\n",
+ "Hajecjbolsns 1\n",
+ "Juliand665 1\n",
+ "Soundharganesh 1\n",
+ "Blackafrikana 1\n",
+ "DelisaLazoafwml 1\n",
+ "Mlowc 1\n",
+ "Shiok 1\n",
+ "162.252.228.15 1\n",
+ "182.239.74.76 1\n",
+ "39.54.193.196 1\n",
+ "118.200.29.8 1\n",
+ "66.87.121.23 1\n",
+ "RomanWeingartnerXSzC 1\n",
+ "RizzottoAutioHZWu 1\n",
+ "73.170.48.34 1\n",
+ "82.207.230.144 1\n",
+ "BaimKnorephSZe 1\n",
+ "166.216.194.74 1\n",
+ "Wnotlaw 1\n",
+ "Fairyswaggie 1\n",
+ "Iamvandanakariyal 1\n",
+ "173.231.72.226 1\n",
+ "50.90.246.190 1\n",
+ "117.232.235.183 1\n",
+ "199.231.178.195 1\n",
+ "Pappu banarjee 1\n",
+ "2607:FB90:5CAA:3DCD:F345:F85C:39E7:1D90 1\n",
+ "DacyViarTFmyg 1\n",
+ "Frustration2 1\n",
+ "223.234.201.14 1\n",
+ "SilbermanSoreyZrJVX 1\n",
+ "87.112.38.150 1\n",
+ "Sudheerak 1\n",
+ "Hannah case 1\n",
+ "Theonenetworth 1\n",
+ "Sanjita cruz man 1\n",
+ "67.79.7.75 1\n",
+ "2601:4A:8002:6740:4D7D:5F5B:8425:8B7E 1\n",
+ "172.10.122.3 1\n",
+ "94.210.110.232 1\n",
+ "Trevorwilliamhawkes 1\n",
+ "138.37.234.109 1\n",
+ "172.56.27.86 1\n",
+ "Pavanannabathuni 1\n",
+ "Amyhanyu08 1\n",
+ "Emojisaremylife 1\n",
+ "SlayterSiburtEHZn 1\n",
+ "75.115.103.54 1\n",
+ "Zofanakos7 1\n",
+ "Unhasu 1\n",
+ "Camillacabello97 1\n",
+ "CamilloMifflinZLeG 1\n",
+ "Arjaybolgado27 1\n",
+ "Francea cruz 1\n",
+ "1.39.87.116 1\n",
+ "62.155.199.40 1\n",
+ "Delt01 1\n",
+ "68.184.83.241 1\n",
+ "GunnerDenbowAMwVM 1\n",
+ "220.244.98.88 1\n",
+ "97.32.74.47 1\n",
+ "104.229.28.168 1\n",
+ "Tugioy45 1\n",
+ "Smiling1 1\n",
+ "Advocate ahmad 1\n",
+ "50.134.18.56 1\n",
+ "86.152.0.86 1\n",
+ "Dominickhotor 1\n",
+ "Leonard Juarez 1\n",
+ "209.52.88.36 1\n",
+ "2A02:1205:5057:A730:30D7:BB5D:18B9:4EB0 1\n",
+ "70.66.8.253 1\n",
+ "2A02:C7D:9B68:D800:9C19:B69D:7C1A:EC65 1\n",
+ "208.83.7.117 1\n",
+ "Dahhaixszjin 1\n",
+ "90.214.98.100 1\n",
+ "97.103.133.51 1\n",
+ "Sameet kumble 1\n",
+ "80.12.55.65 1\n",
+ "112.196.176.28 1\n",
+ "NARRATIVEPSYCHOLOGY 1\n",
+ "Justin cobb 1\n",
+ "96.243.230.6 1\n",
+ "217.30.100.196 1\n",
+ "66.114.26.214 1\n",
+ "24.3.35.166 1\n",
+ "24.86.188.68 1\n",
+ "2602:306:38C5:90C0:9D60:2478:6069:5118 1\n",
+ "49.204.27.1 1\n",
+ "Ultimate Beast Master 1\n",
+ "Narang.jaya 1\n",
+ "Twenty Three 12 1\n",
+ "117.247.51.203 1\n",
+ "94.7.75.47 1\n",
+ "KaylaKilgore 1\n",
+ "Lanryadd 1\n",
+ "108.171.133.171 1\n",
+ "Sana abdullah ismail 1\n",
+ "91.125.222.242 1\n",
+ "2001:569:7757:AB00:4D0:C86A:1BFF:F5F7 1\n",
+ "75.169.254.249 1\n",
+ "131.245.205.106 1\n",
+ "206.229.102.50 1\n",
+ "208.99.235.6 1\n",
+ "198.147.8.14 1\n",
+ "KoolRiley 1\n",
+ "Bennetrajadvocate 1\n",
+ "Roxanneelbaff 1\n",
+ "2602:30B:8279:C629:24F4:9B32:380B:D9EB 1\n",
+ "71.14.66.184 1\n",
+ "Difaf 1\n",
+ "PrindleTuinstrafOKB 1\n",
+ "Va.nic94 1\n",
+ "Raven za ninja 1\n",
+ "Cameronisboss 1\n",
+ "188.135.45.37 1\n",
+ "Spydsensemm 1\n",
+ "80.42.191.98 1\n",
+ "Consolidate-c-company canada 1\n",
+ "MaximIsazaLfNiZ 1\n",
+ "50.173.211.246 1\n",
+ "Dura1990 1\n",
+ "37.47.11.27 1\n",
+ "71.181.78.186 1\n",
+ "Sam Meurs 1\n",
+ "166.177.186.133 1\n",
+ "Jane023 1\n",
+ "BrannockLykevWoyp 1\n",
+ "WPD love 1\n",
+ "McquaidMateusZfEG 1\n",
+ "219.74.158.134 1\n",
+ "Stevenspower 1\n",
+ "122.169.6.227 1\n",
+ "SamsaGregor 1\n",
+ "MischlerSablemPDQ 1\n",
+ "Monkeys4 1\n",
+ "46.240.245.94 1\n",
+ "MrSpinno 1\n",
+ "SpierGaytanDiUzN 1\n",
+ "Fizzyjamz 1\n",
+ "Subham Kumar 1\n",
+ "KudlaHodumspAJK 1\n",
+ "151.199.191.58 1\n",
+ "Donkeltie 1\n",
+ "86.158.41.239 1\n",
+ "103.1.70.48 1\n",
+ "Rockstarmrktng 1\n",
+ "MccomseyFacklerXZTXm 1\n",
+ "Concertmusic 1\n",
+ "Dracula 152 1\n",
+ "208.53.195.38 1\n",
+ "Andrew Tevis 1\n",
+ "93.38.248.23 1\n",
+ "2.216.125.148 1\n",
+ "Mamoudmassaquoi 1\n",
+ "Raider Duck 1\n",
+ "98.116.108.39 1\n",
+ "24.13.130.36 1\n",
+ "Poonuggets6254627 1\n",
+ "KiviShippyWnMTZ 1\n",
+ "Satyarthi vivek kushawaha 1\n",
+ "MiscioneKomarvUVA 1\n",
+ "121.75.230.0 1\n",
+ "74.15.79.236 1\n",
+ "129.31.241.10 1\n",
+ "Alan0540 1\n",
+ "VuyovichRybergwWai 1\n",
+ "88.110.124.164 1\n",
+ "Dapdune 1\n",
+ "Md.Mushraf Khan 1\n",
+ "2602:306:CE67:B3C0:ADAF:F458:FD16:D11F 1\n",
+ "EruthlieTheHealer 1\n",
+ "ApprenticeFan 1\n",
+ "TRAPAJ TIGER 1\n",
+ "BlaineSelbigvyTjI 1\n",
+ "2A02:C7D:A198:7A00:69C9:928E:DE7:4E07 1\n",
+ "SevillanoOuimettexYarj 1\n",
+ "Rumplegodiam 1\n",
+ "SkovMalechaJDkmz 1\n",
+ "JamieLorenzo 1\n",
+ "AV23840 1\n",
+ "Calendarortodox262 1\n",
+ "Lucas de Oliveira Bezerra 1\n",
+ "Jallen8812 1\n",
+ "Mdizzlero87 1\n",
+ "82.18.147.201 1\n",
+ "68.147.130.179 1\n",
+ "AcAwty19 1\n",
+ "Subash Bhusal (Nepal) 1\n",
+ "76.177.122.178 1\n",
+ "216.246.166.89 1\n",
+ "Bodo1609 1\n",
+ "Name: afl_user_text, Length: 139586, dtype: int64\n"
+ ]
}
],
"source": [
"df_jan2016 = pd.read_csv(\"quarry-37494-abuselog-entries-en-wiki-in-january-2016-run389216.csv\", sep=',')\n",
"\n",
"# Number of hits per editor\n",
- "df_jan2016['afl_user_text'].value_counts() #TODO intersect users with actions/pages"
+ "#TODO intersect users with actions/pages\n",
+ "\n",
+ "\n",
+ "with pd.option_context('display.max_rows', 500, 'display.max_columns', 500):\n",
+ " print(df_jan2016['afl_user_text'].value_counts())"
]
},
{
@@ -1855,6 +2296,7 @@
}
],
"source": [
+ "# So, even if we check the top X users (according to hits), they are still responsible for only 4% of the hits\n",
"most_user_hits = [1689, 1249, 1133, 715, 697, 674, 559, 556, 533, 473, 430, 317, 307, 291, 279, 274, 247, 239, 229, 222, 222, \n",
" 213, 202, 192, 190, 187, 186, 186, 185]\n",
"sum(most_user_hits)"
@@ -6726,201 +7168,1297 @@
"275175 95.152.44.52 NaN 0 \n",
"275208 95.152.44.52 NaN 0 \n",
"\n",
- " afl_patrolled_by afl_rev_id afl_log_id \n",
- "252411 0 NaN NaN \n",
- "252412 0 NaN NaN \n",
- "252426 0 NaN NaN \n",
- "252435 0 NaN NaN \n",
- "252436 0 NaN NaN \n",
- "252437 0 NaN NaN \n",
- "252442 0 NaN NaN \n",
- "252451 0 NaN NaN \n",
- "252452 0 NaN NaN \n",
- "252453 0 NaN NaN \n",
- "252468 0 NaN NaN \n",
- "252469 0 NaN NaN \n",
- "252471 0 NaN NaN \n",
- "252472 0 NaN NaN \n",
- "252475 0 NaN NaN \n",
- "252476 0 NaN NaN \n",
- "252481 0 NaN NaN \n",
- "252482 0 NaN NaN \n",
- "252483 0 NaN NaN \n",
- "252484 0 NaN NaN \n",
- "252485 0 NaN NaN \n",
- "252489 0 NaN NaN \n",
- "252496 0 NaN NaN \n",
- "252506 0 NaN NaN \n",
- "252507 0 NaN NaN \n",
- "252510 0 NaN NaN \n",
- "252511 0 NaN NaN \n",
- "252512 0 NaN NaN \n",
- "252513 0 NaN NaN \n",
- "252520 0 NaN NaN \n",
- "... ... ... ... \n",
- "273921 0 NaN NaN \n",
- "273929 0 NaN NaN \n",
- "273949 0 NaN NaN \n",
- "273963 0 NaN NaN \n",
- "274041 0 NaN NaN \n",
- "274156 0 NaN NaN \n",
- "274183 0 NaN NaN \n",
- "274188 0 NaN NaN \n",
- "274205 0 NaN NaN \n",
- "274250 0 NaN NaN \n",
- "274291 0 NaN NaN \n",
- "274303 0 NaN NaN \n",
- "274497 0 NaN NaN \n",
- "274498 0 NaN NaN \n",
- "274499 0 NaN NaN \n",
- "274504 0 NaN NaN \n",
- "274505 0 NaN NaN \n",
- "274547 0 NaN NaN \n",
- "274568 0 NaN NaN \n",
- "274570 0 NaN NaN \n",
- "274587 0 NaN NaN \n",
- "274638 0 NaN NaN \n",
- "274645 0 NaN NaN \n",
- "274682 0 NaN NaN \n",
- "274694 0 NaN NaN \n",
- "274701 0 NaN NaN \n",
- "274743 0 NaN NaN \n",
- "274977 0 NaN NaN \n",
- "275175 0 NaN NaN \n",
- "275208 0 NaN NaN \n",
+ " afl_patrolled_by afl_rev_id afl_log_id \n",
+ "252411 0 NaN NaN \n",
+ "252412 0 NaN NaN \n",
+ "252426 0 NaN NaN \n",
+ "252435 0 NaN NaN \n",
+ "252436 0 NaN NaN \n",
+ "252437 0 NaN NaN \n",
+ "252442 0 NaN NaN \n",
+ "252451 0 NaN NaN \n",
+ "252452 0 NaN NaN \n",
+ "252453 0 NaN NaN \n",
+ "252468 0 NaN NaN \n",
+ "252469 0 NaN NaN \n",
+ "252471 0 NaN NaN \n",
+ "252472 0 NaN NaN \n",
+ "252475 0 NaN NaN \n",
+ "252476 0 NaN NaN \n",
+ "252481 0 NaN NaN \n",
+ "252482 0 NaN NaN \n",
+ "252483 0 NaN NaN \n",
+ "252484 0 NaN NaN \n",
+ "252485 0 NaN NaN \n",
+ "252489 0 NaN NaN \n",
+ "252496 0 NaN NaN \n",
+ "252506 0 NaN NaN \n",
+ "252507 0 NaN NaN \n",
+ "252510 0 NaN NaN \n",
+ "252511 0 NaN NaN \n",
+ "252512 0 NaN NaN \n",
+ "252513 0 NaN NaN \n",
+ "252520 0 NaN NaN \n",
+ "... ... ... ... \n",
+ "273921 0 NaN NaN \n",
+ "273929 0 NaN NaN \n",
+ "273949 0 NaN NaN \n",
+ "273963 0 NaN NaN \n",
+ "274041 0 NaN NaN \n",
+ "274156 0 NaN NaN \n",
+ "274183 0 NaN NaN \n",
+ "274188 0 NaN NaN \n",
+ "274205 0 NaN NaN \n",
+ "274250 0 NaN NaN \n",
+ "274291 0 NaN NaN \n",
+ "274303 0 NaN NaN \n",
+ "274497 0 NaN NaN \n",
+ "274498 0 NaN NaN \n",
+ "274499 0 NaN NaN \n",
+ "274504 0 NaN NaN \n",
+ "274505 0 NaN NaN \n",
+ "274547 0 NaN NaN \n",
+ "274568 0 NaN NaN \n",
+ "274570 0 NaN NaN \n",
+ "274587 0 NaN NaN \n",
+ "274638 0 NaN NaN \n",
+ "274645 0 NaN NaN \n",
+ "274682 0 NaN NaN \n",
+ "274694 0 NaN NaN \n",
+ "274701 0 NaN NaN \n",
+ "274743 0 NaN NaN \n",
+ "274977 0 NaN NaN \n",
+ "275175 0 NaN NaN \n",
+ "275208 0 NaN NaN \n",
+ "\n",
+ "[1133 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# What were the very active IPs doing\n",
+ "df_jan2016[df_jan2016['afl_user_text'] == '95.152.44.52']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A lot of triggers of\n",
+ "466 \"Userspace & talk page spamming\"\n",
+ "271 \"Possible spambot\"\n",
+ "\n",
+ "Following 2 diffs https://en.wikipedia.org/wiki/Special:AbuseLog/14413885 and https://en.wikipedia.org/wiki/Special:AbuseLog/14413886\n",
+ "reveal it's the exact same spambot operating from another IP (which seems to belong to the same russian provider)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "edit 300781\n",
+ "createaccount 71902\n",
+ "move 193\n",
+ "autocreateaccount 18\n",
+ "gatheredit 9\n",
+ "delete 4\n",
+ "Name: afl_action, dtype: int64"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Number of hits per editor's actions\n",
+ "df_jan2016['afl_action'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Int64Index([527, 61, 650, 633, 279, 636, 384, 135, 30, 172,\n",
+ " ...\n",
+ " 597, 579, 709, 68, 554, 749, 596, 718, 459, 694],\n",
+ " dtype='int64', length=138)"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_jan2016['afl_filter'].value_counts().index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "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>filter</th>\n",
+ " <th>hits</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>527</th>\n",
+ " <td>527</td>\n",
+ " <td>71853</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>61</th>\n",
+ " <td>61</td>\n",
+ " <td>27072</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>650</th>\n",
+ " <td>650</td>\n",
+ " <td>24264</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>633</th>\n",
+ " <td>633</td>\n",
+ " <td>21099</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>279</th>\n",
+ " <td>279</td>\n",
+ " <td>18460</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>636</th>\n",
+ " <td>636</td>\n",
+ " <td>17279</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>384</th>\n",
+ " <td>384</td>\n",
+ " <td>15080</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>135</th>\n",
+ " <td>135</td>\n",
+ " <td>10028</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>30</th>\n",
+ " <td>30</td>\n",
+ " <td>7829</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>172</th>\n",
+ " <td>172</td>\n",
+ " <td>7471</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>271</th>\n",
+ " <td>271</td>\n",
+ " <td>7192</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>380</th>\n",
+ " <td>380</td>\n",
+ " <td>6554</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>80</th>\n",
+ " <td>80</td>\n",
+ " <td>6530</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>364</th>\n",
+ " <td>364</td>\n",
+ " <td>6238</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>686</th>\n",
+ " <td>686</td>\n",
+ " <td>6089</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>712</th>\n",
+ " <td>712</td>\n",
+ " <td>5597</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>466</th>\n",
+ " <td>466</td>\n",
+ " <td>5555</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>432</th>\n",
+ " <td>432</td>\n",
+ " <td>5398</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>220</th>\n",
+ " <td>220</td>\n",
+ " <td>5385</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>550</th>\n",
+ " <td>550</td>\n",
+ " <td>5215</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>189</th>\n",
+ " <td>189</td>\n",
+ " <td>4730</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>3</td>\n",
+ " <td>4656</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>148</th>\n",
+ " <td>148</td>\n",
+ " <td>4470</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>260</th>\n",
+ " <td>260</td>\n",
+ " <td>4148</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>614</th>\n",
+ " <td>614</td>\n",
+ " <td>4120</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>231</th>\n",
+ " <td>231</td>\n",
+ " <td>3398</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>631</th>\n",
+ " <td>631</td>\n",
+ " <td>3349</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>225</th>\n",
+ " <td>225</td>\n",
+ " <td>3245</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>46</th>\n",
+ " <td>46</td>\n",
+ " <td>3174</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>680</th>\n",
+ " <td>680</td>\n",
+ " <td>3134</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>242</th>\n",
+ " <td>242</td>\n",
+ " <td>19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>706</th>\n",
+ " <td>706</td>\n",
+ " <td>19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>16</td>\n",
+ " <td>19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>734</th>\n",
+ " <td>734</td>\n",
+ " <td>18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>264</th>\n",
+ " <td>264</td>\n",
+ " <td>18</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>710</th>\n",
+ " <td>710</td>\n",
+ " <td>17</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>666</th>\n",
+ " <td>666</td>\n",
+ " <td>15</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>722</th>\n",
+ " <td>722</td>\n",
+ " <td>14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>167</th>\n",
+ " <td>167</td>\n",
+ " <td>13</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>294</th>\n",
+ " <td>294</td>\n",
+ " <td>10</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>624</th>\n",
+ " <td>624</td>\n",
+ " <td>9</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>727</th>\n",
+ " <td>727</td>\n",
+ " <td>8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>651</th>\n",
+ " <td>651</td>\n",
+ " <td>8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>637</th>\n",
+ " <td>637</td>\n",
+ " <td>8</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>745</th>\n",
+ " <td>745</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>52</th>\n",
+ " <td>52</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>674</th>\n",
+ " <td>674</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>748</th>\n",
+ " <td>748</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>690</th>\n",
+ " <td>690</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2</td>\n",
+ " <td>5</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>597</th>\n",
+ " <td>597</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>579</th>\n",
+ " <td>579</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>709</th>\n",
+ " <td>709</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>68</th>\n",
+ " <td>68</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>554</th>\n",
+ " <td>554</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>749</th>\n",
+ " <td>749</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>596</th>\n",
+ " <td>596</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>718</th>\n",
+ " <td>718</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>459</th>\n",
+ " <td>459</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>694</th>\n",
+ " <td>694</td>\n",
+ " <td>1</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>138 rows × 2 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " filter hits\n",
+ "527 527 71853\n",
+ "61 61 27072\n",
+ "650 650 24264\n",
+ "633 633 21099\n",
+ "279 279 18460\n",
+ "636 636 17279\n",
+ "384 384 15080\n",
+ "135 135 10028\n",
+ "30 30 7829\n",
+ "172 172 7471\n",
+ "271 271 7192\n",
+ "380 380 6554\n",
+ "80 80 6530\n",
+ "364 364 6238\n",
+ "686 686 6089\n",
+ "712 712 5597\n",
+ "466 466 5555\n",
+ "432 432 5398\n",
+ "220 220 5385\n",
+ "550 550 5215\n",
+ "189 189 4730\n",
+ "3 3 4656\n",
+ "148 148 4470\n",
+ "260 260 4148\n",
+ "614 614 4120\n",
+ "231 231 3398\n",
+ "631 631 3349\n",
+ "225 225 3245\n",
+ "46 46 3174\n",
+ "680 680 3134\n",
+ ".. ... ...\n",
+ "242 242 19\n",
+ "706 706 19\n",
+ "16 16 19\n",
+ "734 734 18\n",
+ "264 264 18\n",
+ "710 710 17\n",
+ "666 666 15\n",
+ "722 722 14\n",
+ "167 167 13\n",
+ "294 294 10\n",
+ "624 624 9\n",
+ "727 727 8\n",
+ "651 651 8\n",
+ "637 637 8\n",
+ "745 745 6\n",
+ "52 52 6\n",
+ "674 674 6\n",
+ "748 748 5\n",
+ "690 690 5\n",
+ "2 2 5\n",
+ "597 597 4\n",
+ "579 579 4\n",
+ "709 709 4\n",
+ "68 68 4\n",
+ "554 554 3\n",
+ "749 749 3\n",
+ "596 596 1\n",
+ "718 718 1\n",
+ "459 459 1\n",
+ "694 694 1\n",
+ "\n",
+ "[138 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Number of hits per filter\n",
+ "hits_jan2016 = pd.DataFrame(data={'filter': df_jan2016['afl_filter'].value_counts().index, 'hits': df_jan2016['afl_filter'].value_counts()})\n",
+ "hits_jan2016"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "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>filter</th>\n",
+ " <th>hits</th>\n",
+ " <th>af_id</th>\n",
+ " <th>af_public_comments</th>\n",
+ " <th>manual_tags</th>\n",
+ " <th>af_actions</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>527</td>\n",
+ " <td>71853</td>\n",
+ " <td>527</td>\n",
+ " <td>T34234: log/throttle possible sleeper account ...</td>\n",
+ " <td>sockpuppetry</td>\n",
+ " <td>throttle</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>61</td>\n",
+ " <td>27072</td>\n",
+ " <td>61</td>\n",
+ " <td>New user removing references</td>\n",
+ " <td>good_faith_refs</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>650</td>\n",
+ " <td>24264</td>\n",
+ " <td>650</td>\n",
+ " <td>Creation of a new article without any categories</td>\n",
+ " <td>general_tracking</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>633</td>\n",
+ " <td>21099</td>\n",
+ " <td>633</td>\n",
+ " <td>Possible canned edit summary</td>\n",
+ " <td>general_vandalism</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>279</td>\n",
+ " <td>18460</td>\n",
+ " <td>279</td>\n",
+ " <td>Repeated attempts to vandalize</td>\n",
+ " <td>unclear</td>\n",
+ " <td>throttle,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>636</td>\n",
+ " <td>17279</td>\n",
+ " <td>636</td>\n",
+ " <td>Unexplained removal of sourced content</td>\n",
+ " <td>good_faith_deletion</td>\n",
+ " <td>warn</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>384</td>\n",
+ " <td>15080</td>\n",
+ " <td>384</td>\n",
+ " <td>Addition of bad words or other vandalism</td>\n",
+ " <td>profanity_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>135</td>\n",
+ " <td>10028</td>\n",
+ " <td>135</td>\n",
+ " <td>Repeating characters</td>\n",
+ " <td>silly_vandalism</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>30</td>\n",
+ " <td>7829</td>\n",
+ " <td>30</td>\n",
+ " <td>Large deletion from article by new editors</td>\n",
+ " <td>good_faith_deletion</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>172</td>\n",
+ " <td>7471</td>\n",
+ " <td>172</td>\n",
+ " <td>Section blanking</td>\n",
+ " <td>good_faith_deletion</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>271</td>\n",
+ " <td>7192</td>\n",
+ " <td>271</td>\n",
+ " <td>Possible spambot</td>\n",
+ " <td>spam</td>\n",
+ " <td>warn</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>380</td>\n",
+ " <td>6554</td>\n",
+ " <td>380</td>\n",
+ " <td>Multiple obscenities</td>\n",
+ " <td>profanity_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>12</th>\n",
+ " <td>80</td>\n",
+ " <td>6530</td>\n",
+ " <td>80</td>\n",
+ " <td>Link spamming</td>\n",
+ " <td>spam</td>\n",
+ " <td>throttle,warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>13</th>\n",
+ " <td>364</td>\n",
+ " <td>6238</td>\n",
+ " <td>364</td>\n",
+ " <td>Changing the name in a BLP infobox</td>\n",
+ " <td>hoaxing</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>14</th>\n",
+ " <td>686</td>\n",
+ " <td>6089</td>\n",
+ " <td>686</td>\n",
+ " <td>IP adding possibly unreferenced material to BLP</td>\n",
+ " <td>hoaxing</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>712</td>\n",
+ " <td>5597</td>\n",
+ " <td>712</td>\n",
+ " <td>Possibly changing date of birth in infobox</td>\n",
+ " <td>hoaxing</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>466</td>\n",
+ " <td>5555</td>\n",
+ " <td>466</td>\n",
+ " <td>Userspace & talk page spamming</td>\n",
+ " <td>spam</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>432</td>\n",
+ " <td>5398</td>\n",
+ " <td>432</td>\n",
+ " <td>Starting new line with lowercase letters</td>\n",
+ " <td>good_faith_orthography</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>220</td>\n",
+ " <td>5385</td>\n",
+ " <td>220</td>\n",
+ " <td>Adding external images/links</td>\n",
+ " <td>good_faith_external_resources</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>550</td>\n",
+ " <td>5215</td>\n",
+ " <td>550</td>\n",
+ " <td>nowiki tags inserted into an article</td>\n",
+ " <td>unclear</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>189</td>\n",
+ " <td>4730</td>\n",
+ " <td>189</td>\n",
+ " <td>BLP vandalism or libel</td>\n",
+ " <td>personal_attacks</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>3</td>\n",
+ " <td>4656</td>\n",
+ " <td>3</td>\n",
+ " <td>New user blanking articles</td>\n",
+ " <td>good_faith_deletion</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>148</td>\n",
+ " <td>4470</td>\n",
+ " <td>148</td>\n",
+ " <td>Users creating autobiographies</td>\n",
+ " <td>self_promotion</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>260</td>\n",
+ " <td>4148</td>\n",
+ " <td>260</td>\n",
+ " <td>Common vandal phrases</td>\n",
+ " <td>profanity_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>614</td>\n",
+ " <td>4120</td>\n",
+ " <td>614</td>\n",
+ " <td>Yolo swag and other vandalism trends</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>231</td>\n",
+ " <td>3398</td>\n",
+ " <td>231</td>\n",
+ " <td>Long string of characters containing no spaces</td>\n",
+ " <td>silly_vandalism</td>\n",
+ " <td>warn,tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>631</td>\n",
+ " <td>3349</td>\n",
+ " <td>631</td>\n",
+ " <td>Extraneous toolbar markup</td>\n",
+ " <td>good_faith_test_edits</td>\n",
+ " <td>tag</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>225</td>\n",
+ " <td>3245</td>\n",
+ " <td>225</td>\n",
+ " <td>Vandalism in all caps</td>\n",
+ " <td>profanity_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>46</td>\n",
+ " <td>3174</td>\n",
+ " <td>46</td>\n",
+ " <td>\"Poop\" vandalism</td>\n",
+ " <td>profanity_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>680</td>\n",
+ " <td>3134</td>\n",
+ " <td>680</td>\n",
+ " <td>Adding emoji unicode characters</td>\n",
+ " <td>general_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>108</th>\n",
+ " <td>242</td>\n",
+ " <td>19</td>\n",
+ " <td>242</td>\n",
+ " <td>Redirecting a substantial existing page - new ...</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>throttle,disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>109</th>\n",
+ " <td>706</td>\n",
+ " <td>19</td>\n",
+ " <td>706</td>\n",
+ " <td>Dutch football vandalism</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>110</th>\n",
+ " <td>16</td>\n",
+ " <td>19</td>\n",
+ " <td>16</td>\n",
+ " <td>Prolific socker I</td>\n",
+ " <td>sockpuppetry</td>\n",
+ " <td>throttle,disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>111</th>\n",
+ " <td>734</td>\n",
+ " <td>18</td>\n",
+ " <td>734</td>\n",
+ " <td>McAusten</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>112</th>\n",
+ " <td>264</td>\n",
+ " <td>18</td>\n",
+ " <td>264</td>\n",
+ " <td>Specific-page vandalism</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>113</th>\n",
+ " <td>710</td>\n",
+ " <td>17</td>\n",
+ " <td>710</td>\n",
+ " <td>Muhammad vandal</td>\n",
+ " <td>religiously_motivated</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>114</th>\n",
+ " <td>666</td>\n",
+ " <td>15</td>\n",
+ " <td>666</td>\n",
+ " <td>Aas Mohammad</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>115</th>\n",
+ " <td>722</td>\n",
+ " <td>14</td>\n",
+ " <td>722</td>\n",
+ " <td>Please Accept</td>\n",
+ " <td>good_faith_edit_summary</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>116</th>\n",
+ " <td>167</td>\n",
+ " <td>13</td>\n",
+ " <td>167</td>\n",
+ " <td>Botched submissions to Articles for creation</td>\n",
+ " <td>good_faith_wiki_syntax</td>\n",
+ " <td>warn</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>117</th>\n",
+ " <td>294</td>\n",
+ " <td>10</td>\n",
+ " <td>294</td>\n",
+ " <td>Personal attacks</td>\n",
+ " <td>personal_attacks</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>118</th>\n",
+ " <td>624</td>\n",
+ " <td>9</td>\n",
+ " <td>624</td>\n",
+ " <td>CheckUser Sock block</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>119</th>\n",
+ " <td>727</td>\n",
+ " <td>8</td>\n",
+ " <td>727</td>\n",
+ " <td>Samwalton9 test filter</td>\n",
+ " <td>test</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>120</th>\n",
+ " <td>651</td>\n",
+ " <td>8</td>\n",
+ " <td>651</td>\n",
+ " <td>AfricaTanz</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>warn,disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>121</th>\n",
+ " <td>637</td>\n",
+ " <td>8</td>\n",
+ " <td>637</td>\n",
+ " <td>MusikAnimal test filter</td>\n",
+ " <td>test</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>122</th>\n",
+ " <td>745</td>\n",
+ " <td>6</td>\n",
+ " <td>745</td>\n",
+ " <td>Talk page abuse</td>\n",
+ " <td>talk_page_vandalism</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>123</th>\n",
+ " <td>52</td>\n",
+ " <td>6</td>\n",
+ " <td>52</td>\n",
+ " <td>Edit summary vandalism II</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>124</th>\n",
+ " <td>674</td>\n",
+ " <td>6</td>\n",
+ " <td>674</td>\n",
+ " <td>Long term infobox vandal</td>\n",
+ " <td>long_term_abuse</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>125</th>\n",
+ " <td>748</td>\n",
+ " <td>5</td>\n",
+ " <td>748</td>\n",
+ " <td>pp-30-500 editing restriction</td>\n",
+ " <td>unclear</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>126</th>\n",
+ " <td>690</td>\n",
+ " <td>5</td>\n",
+ " <td>690</td>\n",
+ " <td>Smoothest Ashu</td>\n",
+ " <td>sockpuppetry</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>127</th>\n",
+ " <td>2</td>\n",
+ " <td>5</td>\n",
+ " <td>2</td>\n",
+ " <td>Test filter: for testing private filters</td>\n",
+ " <td>test</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>128</th>\n",
+ " <td>597</td>\n",
+ " <td>4</td>\n",
+ " <td>597</td>\n",
+ " <td>Europefan</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>129</th>\n",
+ " <td>579</td>\n",
+ " <td>4</td>\n",
+ " <td>579</td>\n",
+ " <td>Possible sockpuppet account creations</td>\n",
+ " <td>sockpuppetry</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>130</th>\n",
+ " <td>709</td>\n",
+ " <td>4</td>\n",
+ " <td>709</td>\n",
+ " <td>LTA filter</td>\n",
+ " <td>long_term_abuse</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>131</th>\n",
+ " <td>68</td>\n",
+ " <td>4</td>\n",
+ " <td>68</td>\n",
+ " <td>Pagemove throttle for new users</td>\n",
+ " <td>page_move_vandalism</td>\n",
+ " <td>throttle,disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>132</th>\n",
+ " <td>554</td>\n",
+ " <td>3</td>\n",
+ " <td>554</td>\n",
+ " <td>top100 blog charts</td>\n",
+ " <td>spam</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>133</th>\n",
+ " <td>749</td>\n",
+ " <td>3</td>\n",
+ " <td>749</td>\n",
+ " <td>SS disruption</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>134</th>\n",
+ " <td>596</td>\n",
+ " <td>1</td>\n",
+ " <td>596</td>\n",
+ " <td>Elevator vandal</td>\n",
+ " <td>hidden_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>135</th>\n",
+ " <td>718</td>\n",
+ " <td>1</td>\n",
+ " <td>718</td>\n",
+ " <td>Prolific socker III</td>\n",
+ " <td>sockpuppetry</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>136</th>\n",
+ " <td>459</td>\n",
+ " <td>1</td>\n",
+ " <td>459</td>\n",
+ " <td>Long-term block evasion</td>\n",
+ " <td>long_term_abuse</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>137</th>\n",
+ " <td>694</td>\n",
+ " <td>1</td>\n",
+ " <td>694</td>\n",
+ " <td>Moves to or from the Module namespace</td>\n",
+ " <td>page_move_vandalism</td>\n",
+ " <td>disallow</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>138 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " filter hits af_id af_public_comments \\\n",
+ "0 527 71853 527 T34234: log/throttle possible sleeper account ... \n",
+ "1 61 27072 61 New user removing references \n",
+ "2 650 24264 650 Creation of a new article without any categories \n",
+ "3 633 21099 633 Possible canned edit summary \n",
+ "4 279 18460 279 Repeated attempts to vandalize \n",
+ "5 636 17279 636 Unexplained removal of sourced content \n",
+ "6 384 15080 384 Addition of bad words or other vandalism \n",
+ "7 135 10028 135 Repeating characters \n",
+ "8 30 7829 30 Large deletion from article by new editors \n",
+ "9 172 7471 172 Section blanking \n",
+ "10 271 7192 271 Possible spambot \n",
+ "11 380 6554 380 Multiple obscenities \n",
+ "12 80 6530 80 Link spamming \n",
+ "13 364 6238 364 Changing the name in a BLP infobox \n",
+ "14 686 6089 686 IP adding possibly unreferenced material to BLP \n",
+ "15 712 5597 712 Possibly changing date of birth in infobox \n",
+ "16 466 5555 466 Userspace & talk page spamming \n",
+ "17 432 5398 432 Starting new line with lowercase letters \n",
+ "18 220 5385 220 Adding external images/links \n",
+ "19 550 5215 550 nowiki tags inserted into an article \n",
+ "20 189 4730 189 BLP vandalism or libel \n",
+ "21 3 4656 3 New user blanking articles \n",
+ "22 148 4470 148 Users creating autobiographies \n",
+ "23 260 4148 260 Common vandal phrases \n",
+ "24 614 4120 614 Yolo swag and other vandalism trends \n",
+ "25 231 3398 231 Long string of characters containing no spaces \n",
+ "26 631 3349 631 Extraneous toolbar markup \n",
+ "27 225 3245 225 Vandalism in all caps \n",
+ "28 46 3174 46 \"Poop\" vandalism \n",
+ "29 680 3134 680 Adding emoji unicode characters \n",
+ ".. ... ... ... ... \n",
+ "108 242 19 242 Redirecting a substantial existing page - new ... \n",
+ "109 706 19 706 Dutch football vandalism \n",
+ "110 16 19 16 Prolific socker I \n",
+ "111 734 18 734 McAusten \n",
+ "112 264 18 264 Specific-page vandalism \n",
+ "113 710 17 710 Muhammad vandal \n",
+ "114 666 15 666 Aas Mohammad \n",
+ "115 722 14 722 Please Accept \n",
+ "116 167 13 167 Botched submissions to Articles for creation \n",
+ "117 294 10 294 Personal attacks \n",
+ "118 624 9 624 CheckUser Sock block \n",
+ "119 727 8 727 Samwalton9 test filter \n",
+ "120 651 8 651 AfricaTanz \n",
+ "121 637 8 637 MusikAnimal test filter \n",
+ "122 745 6 745 Talk page abuse \n",
+ "123 52 6 52 Edit summary vandalism II \n",
+ "124 674 6 674 Long term infobox vandal \n",
+ "125 748 5 748 pp-30-500 editing restriction \n",
+ "126 690 5 690 Smoothest Ashu \n",
+ "127 2 5 2 Test filter: for testing private filters \n",
+ "128 597 4 597 Europefan \n",
+ "129 579 4 579 Possible sockpuppet account creations \n",
+ "130 709 4 709 LTA filter \n",
+ "131 68 4 68 Pagemove throttle for new users \n",
+ "132 554 3 554 top100 blog charts \n",
+ "133 749 3 749 SS disruption \n",
+ "134 596 1 596 Elevator vandal \n",
+ "135 718 1 718 Prolific socker III \n",
+ "136 459 1 459 Long-term block evasion \n",
+ "137 694 1 694 Moves to or from the Module namespace \n",
+ "\n",
+ " manual_tags af_actions \n",
+ "0 sockpuppetry throttle \n",
+ "1 good_faith_refs tag \n",
+ "2 general_tracking NaN \n",
+ "3 general_vandalism tag \n",
+ "4 unclear throttle,tag \n",
+ "5 good_faith_deletion warn \n",
+ "6 profanity_vandalism disallow \n",
+ "7 silly_vandalism warn,tag \n",
+ "8 good_faith_deletion warn,tag \n",
+ "9 good_faith_deletion tag \n",
+ "10 spam warn \n",
+ "11 profanity_vandalism disallow \n",
+ "12 spam throttle,warn,tag \n",
+ "13 hoaxing tag \n",
+ "14 hoaxing NaN \n",
+ "15 hoaxing NaN \n",
+ "16 spam warn,tag \n",
+ "17 good_faith_orthography warn,tag \n",
+ "18 good_faith_external_resources warn,tag \n",
+ "19 unclear tag \n",
+ "20 personal_attacks tag \n",
+ "21 good_faith_deletion warn,tag \n",
+ "22 self_promotion tag \n",
+ "23 profanity_vandalism disallow \n",
+ "24 hidden_vandalism disallow \n",
+ "25 silly_vandalism warn,tag \n",
+ "26 good_faith_test_edits tag \n",
+ "27 profanity_vandalism disallow \n",
+ "28 profanity_vandalism disallow \n",
+ "29 general_vandalism disallow \n",
+ ".. ... ... \n",
+ "108 hidden_vandalism throttle,disallow \n",
+ "109 hidden_vandalism disallow \n",
+ "110 sockpuppetry throttle,disallow \n",
+ "111 hidden_vandalism disallow \n",
+ "112 hidden_vandalism disallow \n",
+ "113 religiously_motivated disallow \n",
+ "114 hidden_vandalism disallow \n",
+ "115 good_faith_edit_summary NaN \n",
+ "116 good_faith_wiki_syntax warn \n",
+ "117 personal_attacks disallow \n",
+ "118 hidden_vandalism NaN \n",
+ "119 test NaN \n",
+ "120 hidden_vandalism warn,disallow \n",
+ "121 test NaN \n",
+ "122 talk_page_vandalism NaN \n",
+ "123 hidden_vandalism disallow \n",
+ "124 long_term_abuse disallow \n",
+ "125 unclear NaN \n",
+ "126 sockpuppetry disallow \n",
+ "127 test NaN \n",
+ "128 hidden_vandalism disallow \n",
+ "129 sockpuppetry NaN \n",
+ "130 long_term_abuse disallow \n",
+ "131 page_move_vandalism throttle,disallow \n",
+ "132 spam disallow \n",
+ "133 hidden_vandalism NaN \n",
+ "134 hidden_vandalism disallow \n",
+ "135 sockpuppetry disallow \n",
+ "136 long_term_abuse disallow \n",
+ "137 page_move_vandalism disallow \n",
"\n",
- "[1133 rows x 16 columns]"
+ "[138 rows x 6 columns]"
]
},
- "execution_count": 53,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "# What were the very active IPs doing\n",
- "df_jan2016[df_jan2016['afl_user_text'] == '95.152.44.52']"
+ "hits_jan2016_tags = hits_jan2016.merge(df_2nd[['af_id', 'af_public_comments', 'manual_tags', 'af_actions']], how='inner', left_on='filter', right_on='af_id')\n",
+ "hits_jan2016_tags"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "A lot of triggers of\n",
- "466 \"Userspace & talk page spamming\"\n",
- "271 \"Possible spambot\"\n",
- "\n",
- "Following 2 diffs https://en.wikipedia.org/wiki/Special:AbuseLog/14413885 and https://en.wikipedia.org/wiki/Special:AbuseLog/14413886\n",
- "reveal it's the exact same spambot operating from another IP (which seems to belong to the same russian provider)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 43,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "edit 300781\n",
- "createaccount 71902\n",
- "move 193\n",
- "autocreateaccount 18\n",
- "gatheredit 9\n",
- "delete 4\n",
- "Name: afl_action, dtype: int64"
- ]
- },
- "execution_count": 43,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Number of hits per editor's actions\n",
- "df_jan2016['afl_action'].value_counts()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "527 71853\n",
- "61 27072\n",
- "650 24264\n",
- "633 21099\n",
- "279 18460\n",
- "636 17279\n",
- "384 15080\n",
- "135 10028\n",
- "30 7829\n",
- "172 7471\n",
- "271 7192\n",
- "380 6554\n",
- "80 6530\n",
- "364 6238\n",
- "686 6089\n",
- "712 5597\n",
- "466 5555\n",
- "432 5398\n",
- "220 5385\n",
- "550 5215\n",
- "189 4730\n",
- "3 4656\n",
- "148 4470\n",
- "260 4148\n",
- "614 4120\n",
- "231 3398\n",
- "631 3349\n",
- "225 3245\n",
- "46 3174\n",
- "680 3134\n",
- " ... \n",
- "242 19\n",
- "706 19\n",
- "16 19\n",
- "734 18\n",
- "264 18\n",
- "710 17\n",
- "666 15\n",
- "722 14\n",
- "167 13\n",
- "294 10\n",
- "624 9\n",
- "727 8\n",
- "651 8\n",
- "637 8\n",
- "745 6\n",
- "52 6\n",
- "674 6\n",
- "748 5\n",
- "690 5\n",
- "2 5\n",
- "597 4\n",
- "579 4\n",
- "709 4\n",
- "68 4\n",
- "554 3\n",
- "749 3\n",
- "596 1\n",
- "718 1\n",
- "459 1\n",
- "694 1\n",
- "Name: afl_filter, Length: 138, dtype: int64"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Number of hits per filter\n",
- "df_jan2016['afl_filter'].value_counts()"
+ "Newest filters with a lot of hits are ID 686 (IP adding possibly unreferenced material to BLP) and 712 (Possibly changing date of birth in infobox)"
]
},
{
@@ -13808,7 +15346,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 26,
"metadata": {
"scrolled": true
},
@@ -13859,7 +15397,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 27,
"metadata": {
"scrolled": true
},
@@ -13992,7 +15530,7 @@
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
@@ -14108,7 +15646,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{