Research:Revision scoring as a service/Clustering in reverted edits
This is result of clustering using K-means algorithm. Code is here. First number is number of reverted edits, second one is coordinate of cluster centers (note that these features are scaled and normalized). The third one is cost function per number of clusters and last one is difference between them.
Note that Turkish Wikipedia and Indonesian Wikipedia have features with zero variance which needs investigation.
eswiki[edit]
[[ -2.13523004e-02 -5.91778441e-02 1.89155569e+00 7.43973904e-02 -1.23832256e-03 1.60656602e-01 2.02524859e+00 1.32326917e-01 1.78527632e+00 2.01790502e-01 1.33908272e+00 -6.33535919e-02 -1.60343628e-01 -1.82951731e-02 8.43537544e-03 6.55124383e-01 1.15918773e+00 2.25191136e-01 2.10338790e+00 1.93856412e-01 2.07284512e+00 1.41721855e-01 2.05365954e+00 -1.07589482e+00 -4.63417110e-02 2.34394340e-02 -1.72448716e-01 4.72070860e-02 8.91375784e-02 -2.00074680e-01 -5.05721737e-02 -3.58629539e-02 -2.41270639e-01 1.16438839e-01 1.08165311e+00 1.83662258e-01 2.02368412e+00 -9.89976923e-02 -2.35326250e-02 -2.17387505e-01 3.69439946e-01] [ 3.74545599e-03 1.03805214e-02 -3.31802122e-01 -1.30502169e-02 2.17217000e-04 -2.81811430e-02 -3.55253501e-01 -2.32117681e-02 -3.13159415e-01 -3.53965348e-02 -2.34891572e-01 1.11129989e-02 2.81262436e-02 3.20919828e-03 -1.47966856e-03 -1.14916871e-01 -2.03335778e-01 -3.95012937e-02 -3.68960096e-01 -3.40047979e-02 -3.63602518e-01 -2.48597557e-02 -3.60237130e-01 1.88725178e-01 8.12890583e-03 -4.11156489e-03 3.02496249e-02 -8.28070323e-03 -1.56358271e-02 3.50955585e-02 8.87098100e-03 6.29080301e-03 4.23218362e-02 -2.04248039e-02 -1.89735253e-01 -3.22166179e-02 -3.54979073e-01 1.73654123e-02 4.12791173e-03 3.81324410e-02 -6.48043084e-02]] {1: 5.4512249681096216, 2: 5.0087062902460016, 3: 4.8128716005817767, 4: 4.663465268844158, 5: 4.5864753216857022, 6: 4.440538913509319, 7: 4.3422159897994854, 8: 4.2540681569561789, 9: 4.2174133988054017, 10: 4.2235806811133996, 11: 4.0618730495689377} 2 - 1 : -0.442518677864 3 - 2 : -0.195834689664 4 - 3 : -0.149406331738 5 - 4 : -0.0769899471585 6 - 5 : -0.145936408176 7 - 6 : -0.0983229237098 8 - 7 : -0.0881478328433 9 - 8 : -0.0366547581508 10 - 9 : 0.006167282308
fawiki[edit]
699 [[ 2.69987333e-03 -7.39019968e-02 -3.18594214e-01 -2.83240533e-02 -4.70320489e-02 -6.81378578e-02 -2.94888286e-01 -1.06719610e-01 -3.08139335e-01 -1.86951111e-02 -1.94972986e-01 2.75419239e-03 -4.91181568e-04 1.48927956e-02 -2.29769180e-02 -2.08356864e-01 -2.65457256e-01 -8.70065567e-02 -3.36613143e-01 -6.54332399e-02 -2.38094544e-01 -8.80776707e-02 -3.36929975e-01 6.34561168e-02 1.09060421e-02 -1.27749804e-02 -7.29011504e-03 -5.30490530e-02 -1.75698637e-02 1.64309805e-02 4.29342034e-03 1.02697346e-02 -1.00097678e-01 -3.40675653e-01 -1.62577659e-02 -1.26253172e-01] [ -1.52735691e-02 4.18074153e-01 1.80233298e+00 1.60233216e-01 2.66067020e-01 3.85465596e-01 1.66822516e+00 6.03728082e-01 1.74318824e+00 1.05760914e-01 1.10299003e+00 -1.55808598e-02 2.77868430e-03 -8.42506722e-02 1.29983707e-01 1.17870454e+00 1.50172962e+00 4.92208521e-01 1.90426864e+00 3.70165186e-01 1.34693485e+00 4.98267965e-01 1.90606100e+00 -3.58980318e-01 -6.16970383e-02 7.22698894e-02 4.12412222e-02 3.00106071e-01 9.93952287e-02 -9.29524040e-02 -2.42884922e-02 -5.80973559e-02 5.66266867e-01 1.92725084e+00 9.19725040e-02 7.14232232e-01]] {1: 5.2692827826698698, 2: 4.9054959688037814, 3: 4.6341994726108542, 4: 4.4643614940761616, 5: 4.3533284937537351, 6: 4.2651092880745534, 7: 4.14679287858743, 8: 3.9914801800049662, 9: 3.9935538426944661, 10: 3.872458312004321, 11: 3.8050293721986419} 2 - 1 : -0.363786813866 3 - 2 : -0.271296496193 4 - 3 : -0.169837978535 5 - 4 : -0.111033000322 6 - 5 : -0.0882192056792 7 - 6 : -0.118316409487 8 - 7 : -0.155312698582 9 - 8 : 0.0020736626895 10 - 9 : -0.12109553069
enwiki[edit]
1482 [[ 6.02661374e-02 6.74978299e-01 1.91954069e+00 7.97930155e-02 2.75379731e-01 6.93602987e-01 2.07479501e+00 6.79337668e-01 1.87396848e+00 8.98315193e-01 1.41208975e+00 -1.07766881e-01 -1.71149168e-01 -7.73345229e-02 -2.34052923e-02 1.18505947e+00 1.48733692e+00 7.73729688e-01 2.12054762e+00 8.30078964e-01 2.12501993e+00 8.56702909e-01 2.12411750e+00 6.43110695e-02 2.22510173e-01 -2.09563606e-01 -1.13144290e-01 -1.30655143e-01 1.79703191e-01 -1.70171226e-01 2.20809249e-01 5.53887171e-02 1.19354939e-01 5.98078387e-01 1.02052199e+00 9.22878264e-01 2.06732055e+00 -7.21061348e-02 1.56160814e-01 -6.47287617e-03 2.11332107e-01] [ -7.96489059e-03 -8.92064521e-02 -2.53690252e-01 -1.05456010e-02 -3.63947238e-02 -9.16679273e-02 -2.74208966e-01 -8.97825948e-02 -2.47667339e-01 -1.18723093e-01 -1.86624543e-01 1.42426817e-02 2.26194087e-02 1.02206818e-02 3.09328921e-03 -1.56619778e-01 -1.96569357e-01 -1.02257629e-01 -2.80255720e-01 -1.09704859e-01 -2.80846790e-01 -1.13223532e-01 -2.80727522e-01 -8.49947672e-03 -2.94073796e-02 2.76963361e-02 1.49533706e-02 1.72676393e-02 -2.37499251e-02 2.24901620e-02 -2.91825821e-02 -7.32028118e-03 -1.57741822e-02 -7.90432093e-02 -1.34874181e-01 -1.21969396e-01 -2.73221126e-01 9.52968779e-03 -2.06385185e-02 8.55467973e-04 -2.79300646e-02]] {1: 5.4015620241587161, 2: 5.0577365748516883, 3: 4.8366661833292444, 4: 4.668603460438038, 5: 4.5598336485051174, 6: 4.4728693873162992, 7: 4.2994706784188894, 8: 4.2600435679462789, 9: 4.0895815678292085, 10: 4.095353930029467, 11: 4.1007806792764159} 2 - 1 : -0.343825449307 3 - 2 : -0.221070391522 4 - 3 : -0.168062722891 5 - 4 : -0.108769811933 6 - 5 : -0.0869642611888 7 - 6 : -0.173398708897 8 - 7 : -0.0394271104726 9 - 8 : -0.170462000117 10 - 9 : 0.00577236220026
frwiki[edit]
834 [[ 0.02497493 -0.01132827 -0.30430984 0.00806259 -0.03550952 -0.0329419 -0.32993716 -0.03889011 -0.30902996 -0.07409582 -0.22842587 0.02185577 0.02263259 0.03007904 0.01009644 -0.11423691 -0.20163812 -0.02849334 -0.32853945 -0.02921974 -0.33041927 -0.03547682 -0.3297085 0.11480327 0.00539598 -0.00360733 0.023732 -0.02209277 0.01004428 -0.00683607 0.02124895 -0.02242938 0.01013527 -0.03912799 -0.25941914 -0.0508376 -0.32972616 0.00401762 -0.04973143 0.00910693 -0.05747562] [-0.16438046 0.0745606 2.00291205 -0.0530665 0.2337172 0.21681759 2.17158641 0.25596767 2.03397903 0.48768522 1.50345753 -0.14385067 -0.14896362 -0.19797479 -0.06645294 0.75188656 1.32714546 0.18753799 2.16238693 0.19231904 2.17475953 0.23350198 2.1700814 -0.75561424 -0.03551536 0.02374281 -0.15619969 0.14541063 -0.06610959 0.04499379 -0.13985672 0.14762613 -0.06670853 0.2575333 1.70744964 0.33460385 2.17019766 -0.02644324 0.32732325 -0.05994018 0.37829411]] {1: 5.5540838927851723, 2: 5.1342107431086816, 3: 4.8653650537575341, 4: 4.6904242212884446, 5: 4.5875144956681417, 6: 4.5661905629272201, 7: 4.4198060979381699, 8: 4.3597142707826348, 9: 4.2065391232204075, 10: 4.1600170668273311, 11: 4.0919809937409379} 2 - 1 : -0.419873149676 3 - 2 : -0.268845689351 4 - 3 : -0.174940832469 5 - 4 : -0.10290972562 6 - 5 : -0.0213239327409 7 - 6 : -0.146384464989 8 - 7 : -0.0600918271555 9 - 8 : -0.153175147562 10 - 9 : -0.0465220563931
ptwiki[edit]
1890 [[ 1.02230134e-01 7.65861822e-01 1.62462492e+00 2.40610546e-01 1.16721161e-01 7.63308223e-01 1.63746803e+00 7.34097641e-01 1.53846584e+00 6.08123184e-01 1.20058390e+00 -7.17954632e-03 -1.45712955e-01 4.46432744e-02 -2.24007004e-02 1.17109214e+00 1.39133231e+00 8.68010201e-01 1.76617532e+00 8.46035287e-01 1.70846976e+00 8.44967644e-01 1.70813771e+00 -6.10483389e-02 1.63805903e-01 -1.26000517e-01 -1.78778480e-01 -1.63444481e-02 1.52004371e-01 -1.01976044e-01 8.63073694e-02 1.83245857e-01 1.32712553e-01 6.70739539e-01 1.28432911e+00 9.37445166e-01 1.69886693e+00 -6.76811705e-04 8.99045702e-02 1.46875443e-01 5.03012224e-01] [ -1.96720446e-02 -1.47374041e-01 -3.12624984e-01 -4.63004520e-02 -2.24605389e-02 -1.46882655e-01 -3.15096372e-01 -1.41261691e-01 -2.96045478e-01 -1.17020550e-01 -2.31027185e-01 1.38155308e-03 2.80394014e-02 -8.59066164e-03 4.31054488e-03 -2.25352115e-01 -2.67732716e-01 -1.67030354e-01 -3.39863390e-01 -1.62801743e-01 -3.28759165e-01 -1.62596298e-01 -3.28695268e-01 1.17474721e-02 -3.15210098e-02 2.42461562e-02 3.44021680e-02 3.14514616e-03 -2.92500525e-02 1.96231504e-02 -1.66080427e-02 -3.52618210e-02 -2.55377469e-02 -1.29069753e-01 -2.47142195e-01 -1.80391657e-01 -3.26911303e-01 1.30238215e-04 -1.73002485e-02 -2.82630979e-02 -9.67941504e-02]] {1: 5.5988156010161925, 2: 5.1708824726595557, 3: 4.9168963251299438, 4: 4.7942964356990894, 5: 4.6859694678632682, 6: 4.5505909303082808, 7: 4.5554082320940097, 8: 4.3567669110909604, 9: 4.3013034556054581, 10: 4.3269366395296549, 11: 4.1597569939088404} 2 - 1 : -0.427933128357 3 - 2 : -0.25398614753 4 - 3 : -0.122599889431 5 - 4 : -0.108326967836 6 - 5 : -0.135378537555 7 - 6 : 0.00481730178573 8 - 7 : -0.198641321003 9 - 8 : -0.0554634554855 10 - 9 : 0.0256331839242