)]}'
{
  "log": [
    {
      "commit": "347a0394d4807fdd9999e7ce0f90675cc5b126c9",
      "tree": "d504341bdd43e465a9c3b3d35b628147d38c00c1",
      "parents": [
        "b1b03366c6167a653500033a09b1ff76b0db7f67"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:56:05 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:56:05 2021 +0100"
      },
      "message": "Restore original x axis direction for tradeoff plot\n\nChange-Id: I02169a8abf019669cf11ade10102887af3af082d\n"
    },
    {
      "commit": "b1b03366c6167a653500033a09b1ff76b0db7f67",
      "tree": "71c8c0bd2da5cee3566dda7a9ea106449f5e2d9d",
      "parents": [
        "d2c893aff485ec219533e561d5aaedb72bbcafc4"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:32:16 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:32:16 2021 +0100"
      },
      "message": "Plot also Sensitivity, Balanced Accuracy and use ggplot\n\nChange-Id: I23fa3680620d14df184b1ec879e22108991fb5be\n"
    },
    {
      "commit": "d2c893aff485ec219533e561d5aaedb72bbcafc4",
      "tree": "0e06892e5adc95e6386b7d279ec837c44518f858",
      "parents": [
        "03d4eceaec0c4e22c8e9a3f4b635cf2e88449209"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Mon Feb 22 21:16:06 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:24:58 2021 +0100"
      },
      "message": "Fscore over the full range\n\nChange-Id: Iee2355e074f71b2a799d011b86757087574b05bc\n"
    },
    {
      "commit": "03d4eceaec0c4e22c8e9a3f4b635cf2e88449209",
      "tree": "e44711db377cdda4d7d516ae0f38dcc95b3af96b",
      "parents": [
        "355d54831411e9de9a07bdf549d56fb367428975"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Mon Feb 22 20:58:28 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Tue Feb 23 09:20:13 2021 +0100"
      },
      "message": "added Fscore plot for various cutoffs\n\nChange-Id: Iae35113fa15da3a8f01613a70f9c788db52a60c7\n"
    },
    {
      "commit": "355d54831411e9de9a07bdf549d56fb367428975",
      "tree": "f0deb7b758c7de154c4bc9ab1953b8472bdc009b",
      "parents": [
        "201e6f3dc7f287caa274f51b44cf34fb2696287a"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 17:13:56 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 17:13:56 2021 +0100"
      },
      "message": "Show table with comparison of RF w/ or w/o SMOTE, cutoff\n\nChange-Id: I298effe9ef38e4099c1d58beb6d12d126af6b004\n"
    },
    {
      "commit": "201e6f3dc7f287caa274f51b44cf34fb2696287a",
      "tree": "40c72fce1351e387abe24cd924671be5d23eb4da",
      "parents": [
        "1be40eb27e09d7ec119acc685266163bdea98f3d"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 12:34:13 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 15:39:03 2021 +0100"
      },
      "message": "Explicitly name factors idiom and no_idiom\n\nNote that this also implicitly changes the order\nof \"event\" and \"no event\" so that it follows the examples\nin ?caret::confusionMatrix .\n\nChange-Id: Ia33396fc104c190ffbd37eb08cc86d126311742e\n"
    },
    {
      "commit": "1be40eb27e09d7ec119acc685266163bdea98f3d",
      "tree": "f1f159df317b256aa4cc02c2dc8c060fc750f45c",
      "parents": [
        "65733b245e5192ec2f66a45de62bbe8f9a1edb0c"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:10:29 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:36:31 2021 +0100"
      },
      "message": "Add example with cutoff again to demonstrate idiom detection potential\n\nChange-Id: I85be4ecffabb9a0cb98091b678c71991230591d3\n"
    },
    {
      "commit": "65733b245e5192ec2f66a45de62bbe8f9a1edb0c",
      "tree": "cb63510c2084d2ffa0494099d8d7d8f14d9f644a",
      "parents": [
        "358a29672c88d2b7d5cc6a08b3ad08183ec41eae"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:09:08 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:36:27 2021 +0100"
      },
      "message": "Make output more readable\n\nChange-Id: Ie0b6e674eeced39717e38ef3d132d902a4ceed0b\n"
    },
    {
      "commit": "358a29672c88d2b7d5cc6a08b3ad08183ec41eae",
      "tree": "36b99dd8529051b707bf95757b5c14a674bd9224",
      "parents": [
        "13f67ed2bd9b92229a0cf2690add7072cc5607eb"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 07:55:49 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:33:40 2021 +0100"
      },
      "message": "Set randon seeed on start to make results reproducible\n\nChange-Id: Iea19c20a3bf082b164441b8f5f2cf75d5a842764\n"
    },
    {
      "commit": "13f67ed2bd9b92229a0cf2690add7072cc5607eb",
      "tree": "f80d29c44e2b2763ef0a8d898d270b7cb9de3fc0",
      "parents": [
        "ecc9c4c53699d57bea44ed70e62c78635029a683"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 07:55:03 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Mon Feb 22 08:33:33 2021 +0100"
      },
      "message": "Use consistent default parameters for randomForest training\n\nThis makes sure that the parameters are sane and consistent\nacross different training scenarios.\n\nAlso print out the results.\n\nChange-Id: I362baa9520ccf59669fa7b1fd9538f9283aa6c26\n"
    },
    {
      "commit": "ecc9c4c53699d57bea44ed70e62c78635029a683",
      "tree": "f7470a345600e524efdef172effc696abe2b4e79",
      "parents": [
        "c262278cd4a6c4c316be58a2f9e8b7516b904c11"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sun Feb 21 18:26:07 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sun Feb 21 18:26:07 2021 +0100"
      },
      "message": "get rid of cutoff for consistency reasons\n\nChange-Id: I2961f434f4b0d6a51f8f4ef00a5115987e091826\n"
    },
    {
      "commit": "c262278cd4a6c4c316be58a2f9e8b7516b904c11",
      "tree": "a13bc9b3edd6daf9945296e75dd15cad0726eb78",
      "parents": [
        "7cad9b72de8e889343042abfc5767999219fc24a"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sun Feb 21 18:10:01 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sun Feb 21 18:10:01 2021 +0100"
      },
      "message": "Clarified data vs. reference for caret:confusion matrices.\n\nChange-Id: Ieffefbf109668af49fe3d95b61469d594195953b\n"
    },
    {
      "commit": "7cad9b72de8e889343042abfc5767999219fc24a",
      "tree": "4b77c9432d3c2563ed37877d72381a80737adca3",
      "parents": [
        "b48fa1748749705728509705e8dec058e4f2d958"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 15:47:14 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 15:47:14 2021 +0100"
      },
      "message": "Added readme.txt, derekovecs_apicall_syn_nlc, and some data files\n\nChange-Id: I4ab1b30d6e96368198f5519c161c7c5a18d5b17e\n"
    },
    {
      "commit": "b48fa1748749705728509705e8dec058e4f2d958",
      "tree": "db00bbf4bb9f02a4b2d5b720f0f87dd55c27269e",
      "parents": [
        "ed93d2e4c6f2afd36bb0f0b9b4c2952aaaac6b69"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 15:03:18 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 15:13:10 2021 +0100"
      },
      "message": "2nd Dataset with proper feature names and nullvalue treatment\n\nChange-Id: I23f622318e3ba247a7a2133eb4984d7ffd0d6573\n"
    },
    {
      "commit": "ed93d2e4c6f2afd36bb0f0b9b4c2952aaaac6b69",
      "tree": "c3c9c1f19f631c39b145d735c05b34ac3d5931a5",
      "parents": [
        "d1f3df8426206d0e6f1ec61226abbb29b8458ade"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 14:51:13 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 14:51:13 2021 +0100"
      },
      "message": "Test\n"
    },
    {
      "commit": "d1f3df8426206d0e6f1ec61226abbb29b8458ade",
      "tree": "f92e14f3a570b3b848afc32c13a7f080f3925fad",
      "parents": [
        "4c8b96fb8b7c0a268702dbb300a6df228cd2aeb9"
      ],
      "author": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 14:44:01 2021 +0100"
      },
      "committer": {
        "name": "PeterFankhauserIDS",
        "email": "fankhauser@ids-mannheim.de",
        "time": "Sat Feb 20 14:44:01 2021 +0100"
      },
      "message": "Added some comments, variable for ngramfile, cleanup feature ranking aggregation in 10fold.\n"
    },
    {
      "commit": "4c8b96fb8b7c0a268702dbb300a6df228cd2aeb9",
      "tree": "e190fe908cb0eeeb927f7e480c25151f16178b6c",
      "parents": [
        "aced2701f7e6b60e6f8beaf0c0d2722d415c5738"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Sat Feb 20 10:34:57 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Sat Feb 20 10:34:57 2021 +0100"
      },
      "message": "Add project file to ease RStudio-git integration\n\nChange-Id: I5ba3938e4226193cfb761f2b75053a9885f1393e\n"
    },
    {
      "commit": "aced2701f7e6b60e6f8beaf0c0d2722d415c5738",
      "tree": "634f0623a8395ac66c4bd667cead0a2dbf0e0656",
      "parents": [
        "7049c74fbd0f44a268042de70b658c6e373c0a6e"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 19:09:29 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 19:09:54 2021 +0100"
      },
      "message": "Fix syfeatures -\u003e syfeaturenames\n\nChange-Id: Icbc1f6deee51ce7d071e81a9c55897b480ef3f18\n"
    },
    {
      "commit": "7049c74fbd0f44a268042de70b658c6e373c0a6e",
      "tree": "5f72840d727e19faae2f6159a17f789b6dc788d8",
      "parents": [
        "0932a78973020f0ef6b7e0c8003e6ee945c3421a"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:42:06 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:45:26 2021 +0100"
      },
      "message": "Improve Sensitiviy with SMOTE\n\nE.g.:\n\nConfusion Matrix and Statistics\n\n         observed\npredicted    0    1\n        0 2055    7\n        1  246   74\n\n               Accuracy : 0.8938\n                 95% CI : (0.8807, 0.9059)\n    No Information Rate : 0.966\n    P-Value [Acc \u003e NIR] : 1\n\n                  Kappa : 0.3329\n\n Mcnemar\u0027s Test P-Value : \u003c2e-16\n\n            Sensitivity : 0.91358\n            Specificity : 0.89309\n         Pos Pred Value : 0.23125\n         Neg Pred Value : 0.99661\n             Prevalence : 0.03401\n         Detection Rate : 0.03107\n   Detection Prevalence : 0.13434\n      Balanced Accuracy : 0.90334\n\n       \u0027Positive\u0027 Class : 1\n\nChange-Id: Ibf6457af340b0ca7a4e814f2d77927515a142ee0\n"
    },
    {
      "commit": "0932a78973020f0ef6b7e0c8003e6ee945c3421a",
      "tree": "5afae9e0cb514c5f9879645a380c13fbfffb21f8",
      "parents": [
        "631800fd48e5bf503b4df8673a7cf7e07d91b6c1"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:39:47 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:40:33 2021 +0100"
      },
      "message": "Fix input for caret::confusionMatrix\n\nSensitivity, Specificity, ... are nor correctly computed.\nSee examples in ?caret::confusionMatrix\n\nOutput with SMOTE:\n\nprint(conf)\nConfusion Matrix and Statistics\n\n         observed\npredicted    0    1\n        0 2238   15\n        1   81   48\n\n               Accuracy : 0.9597\n                 95% CI : (0.951, 0.9672)\n    No Information Rate : 0.9736\n    P-Value [Acc \u003e NIR] : 1\n\n                  Kappa : 0.4816\n\n Mcnemar\u0027s Test P-Value : 3.266e-11\n\n            Sensitivity : 0.76190\n            Specificity : 0.96507\n         Pos Pred Value : 0.37209\n         Neg Pred Value : 0.99334\n             Prevalence : 0.02645\n         Detection Rate : 0.02015\n   Detection Prevalence : 0.05416\n      Balanced Accuracy : 0.86349\n\n       \u0027Positive\u0027 Class : 1\n\nChange-Id: I7009c6b3a1e81f4f912ce13cbbde825abc490ee7\n"
    },
    {
      "commit": "631800fd48e5bf503b4df8673a7cf7e07d91b6c1",
      "tree": "4d4da95d18d4d9b4ff6b03821322355a87494390",
      "parents": [
        "c3bf350778e60d0bd9af8a5a1b5717db1417ac41"
      ],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:27:26 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:27:26 2021 +0100"
      },
      "message": "Fully remove incomplete idioms from data\n\nChange-Id: I6bbad3d66b012d6e904d151903bdb860df69bc62\n"
    },
    {
      "commit": "c3bf350778e60d0bd9af8a5a1b5717db1417ac41",
      "tree": "713ef67ca1f7c6b693c867d1d83a373b4980aec8",
      "parents": [],
      "author": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:18:57 2021 +0100"
      },
      "committer": {
        "name": "Marc Kupietz",
        "email": "kupietz@ids-mannheim.de",
        "time": "Fri Feb 19 17:24:50 2021 +0100"
      },
      "message": "Initial import\n\nChange-Id: Ib2955c648c8e25bd1f35b51422049439dca15e89\n"
    }
  ]
}
