diff --git a/datasets/bmt/bone-marrow.arff b/datasets/bmt/bone-marrow.arff new file mode 100644 index 0000000..70d523e --- /dev/null +++ b/datasets/bmt/bone-marrow.arff @@ -0,0 +1,295 @@ +% ======================================================================================================== +% Bmt dataset +% ======================================================================================================== +%The dataset describes pediatric patients with several hematologic diseases: malignant disorders +%(i.a. patients with acute lymphoblastic leukemia, with acute myelogenous leukemia, with chronic myelogenous +%leukemia, with myelodysplastic syndrome) and nonmalignant cases (i.a. patients with severe aplastic anemia, +%with Fanconi anemia, with X-linked adrenoleukodystrophy). +%All patients were subject to the unmanipulated allogeneic unrelated donor hematopoietic stem cell transplantation. +%The motivation of this study was to identify the most important factors influencing the success or failure of the transplantation procedure. +%In particular, verification of the research hypothesis that increased dosage of CD34+ cells / kg extends overall survival +%time without simultaneous occurrence of undesirable events affecting patients' quality of life. +% +% +%Source: +% +%Provide the names, email addresses, institutions, and other contact information of the donors and creators of the data set. +% +%Marek Sikora^{1,2} (marek.sikora '@' polsl.pl), Lukasz Wrobel^{1} (lukasz.wrobel '@' polsl.pl), +%(1) Institute of Computer Science, Silesian University of Technology, 44-100 Gliwice, Poland +%(2) Institute of Innovative Technologies EMAG, 40-189 Katowice, Poland +% +% +%Data Set Information: +% +%The set contains 187 examples characterized by 37 attributes. +%The meaning of the following features is as follows: +%- Recipientgender - Male - 1, Female - 0, +%- Stemcellsource - Source of hematopoietic stem cells (Peripheral blood - 1, Bone marrow - 0), +%- Donorage - Age of the donor at the time of hematopoietic stem cells apheresis +%- Donorage35 - Donor age <35 - 0, Donor age >=35 - 1 +%- IIIV - Development of acute graft versus host disease stage II or III or IV (Yes - 1, No - 0), +%- Gendermatch - Compatibility of the donor and recipient according to their gender (Female to Male - 1, Other - 0), +%- DonorABO - ABO blood group of the donor of hematopoietic stem cells (0 - 0, 1, A, B=-1, AB=2), +%- RecipientABO - ABO blood group of the recipient of hematopoietic stem cells (0 - 0, 1, A, B=-1, AB=2), +%- RecipientRh - Presence of the Rh factor on recipient’s red blood cells ('+' - 1, '-' - 0), +%- ABOMatch - Compatibility of the donor and the recipient of hematopoietic stem cells according to ABO blood group (matched - 1, mismatched - 1) +%- CMVstatus - Serological compatibility of the donor and the recipient of hematopoietic stem cells according to cytomegalovirus +% infection prior to transplantation (the higher the value the lower the compatibility) +%- RecipientCMV - Presence of cytomegalovirus infection in the donor of hematopoietic stem cells prior to transplantation (presence - 1, absence - 0) +%- Disease - Type of disease (ALL,AML,chronic,nonmalignant,lymphoma) +%- Riskgroup - High risk - 1, Low risk - 0, +%- Txpostrelapse - The second bone marrow transplantation after relapse (No - 0; Yes - 1), +%- Diseasegroup - Type of disease (malignant - 1, nonmalignant - 0), +%- HLAmatch - Compatibility of antigens of the main histocompatibility complex of the donor and the recipient of hematopoietic stem cells +$ according to ALL international BFM SCT 2008 criteria (10/10 - 0, 9/10 - 1, 8/10 - 2, 7/10 - 3 (allele/antigens)), +%- HLAmismatch - HLA matched - 0, HL mismatched - 1, +%- Antigen - In how many anigens there is difference beetwen the donor nad the recipient (-1 - no differences, 0 - one difference,1 (2) - two (three) diffences) +%- Allel - In how many allele there is difference beetwen the donor nad the recipient {-1 no differences,0 - one difference, 1 (2) (3) - two, (tree, four) differences) +%- HLAgrI - The differecne type beetwien the donor and the recipient (HLA mateched - 0,the difference is in only one antigen - 1, +% the difference is only in one allel - 2, the difference is only in DRB1 cell - 3, two differences (two allele or two antignes) - 4, +% two differences (two allele or two antignes) - 5), +%- Recipientage - Age of the recipient of hematopoietic stem cells at the time of transplantation, +%- Recipientage10 - Recipient age <10 - 0, Recipient age>=10 - 1, +%- Recipientageint - Recipient age in (0,5] - 0, (5, 10] - 1, (10, 20] - 2, +%- Relapse - Reoccurrence of the disease (No - 0, Yes - 1), +%- aGvHDIIIIV - Development of acute graft versus host disease stage III or IV (Yes - 0, No - 1) +%- extcGvHD - Development of extensive chronic graft versus host disease (Yes - 0, No - 1) +%- CD34kgx10d6 - CD34+ cell dose per kg of recipient body weight (10^6/kg) +%- CD3dCD34 - CD3+ cell to CD34+ cell ratio +%- CD3dkgx10d8 - CD3+ cell dose per kg of recipient body weight (10^8/kg) +%- Rbodymass - Body mass of the recipient of hematopoietic stem cells at the time of transplantation, +%- ANCrecovery - Time to neutrophils recovery defined as neutrophils count >0.5 x 10^9/L +%- PLTrecovery - Time to platelet recovery defined as platelet count >50000/mm3, +%- time_to_aGvHD_III_IV - Time to development of acute graft versus host disease stage III or IV +%- survival_time numeric +%- survival_status +% +@relation 'bone-marrow' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,2,1,0} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,0,23.342466,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,4,0,0,1,1,1,4.5,11.078295,0.41,20.6,16,37,1000000,163,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +1,0,27.391781,0,0,0,2,0,1,1,?,?,1,chronic,1,1,1,0,0,-1,-1,0,8.9,0,1,0,1,1,3.27,8.412758,0.39,40,16,70,1000000,2800,0 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +1,1,32.641096,0,0,0,2,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,1,23.54,3.772555,6.24,20.5,15,14,1000000,671,0 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +0,1,29.731507,0,0,0,0,-1,1,1,1,1,0,chronic,1,0,1,1,0,0,1,2,1.9,0,0,0,1,0,17.66,11.883664,1.49,10.5,12,13,1000000,599,0 +0,1,36.8,1,1,0,1,1,1,0,0,0,0,chronic,1,0,1,2,1,1,1,4,13.4,1,2,0,1,0,14.46,2.242442,6.45,47,11,16,1000000,2503,0 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +1,0,30.60274,0,1,0,0,1,1,1,0,0,1,lymphoma,1,0,1,0,0,-1,-1,0,11.5,1,2,1,1,1,3.14,3.713956,0.85,42,20,48,1000000,335,1 +1,1,30.676712,0,1,0,1,1,1,0,0,0,0,AML,1,0,1,0,0,-1,-1,0,17.8,1,2,0,1,1,8.03,2.26309,3.55,55,16,16,1000000,1432,0 +1,0,41.164384,1,0,0,0,-1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.5,1,2,0,1,1,4.79,12.028841,0.4,30,17,19,1000000,3288,0 +1,1,40.232877,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,1,0,0,1,2,17.9,1,2,0,1,?,5.45,1.595133,3.42,97.8,11,16,1000000,58,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,1,43.375342,1,1,0,0,1,1,1,?,0,?,ALL,0,0,1,0,0,-1,-1,0,0.6,0,0,0,1,1,22.97,1.408646,16.31,6,24,74,1000000,704,0 +1,1,31.745205,0,0,0,1,0,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,17.7,1,2,0,1,1,8.84,1.711795,5.16,64,17,25,1000000,884,0 +1,1,43.578082,1,0,1,0,1,1,1,3,1,1,ALL,1,1,1,1,0,1,0,1,14.7,1,2,0,1,1,0.82,0.36872,2.22,62,26,30,1000000,115,1 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +0,1,31.545205,0,1,0,1,1,1,0,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,27,3.81488,7.08,31,18,14,1000000,2231,0 +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +0,0,30.50411,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,0,0,2.87,13.890231,0.21,23.8,18,27,21,2105,0 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +1,0,40.969863,1,1,1,-1,-1,1,0,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,0.7,0,0,0,1,1,5.91,1.788507,3.3,6.4,16,88,1000000,1522,0 +1,1,39.983562,1,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,3,1,1,2,7,4.7,0,0,0,0,?,11.27,3.242425,3.48,17,16,1000000,16,35,1 +1,1,33.052055,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,2.8,0,0,0,0,1,23.21,2.001808,11.59,14.3,14,14,20,1041,0 +0,1,39.172603,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,0,0,-1,-1,0,8.4,0,1,1,1,1,5.86,1.849607,3.17,38.3,15,23,1000000,576,1 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +1,1,24.353425,0,0,0,1,1,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,4.6,0,0,0,1,1,9.81,1.687395,5.81,23,14,19,1000000,531,0 +1,0,39.024658,1,1,1,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,3.1,0,0,0,0,?,6.45,16.186239,0.4,15,13,23,36,96,1 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +1,1,39.380822,1,1,0,1,1,1,0,3,1,1,chronic,1,0,1,1,0,1,0,1,1.7,0,0,0,0,1,5.37,2.778202,1.93,10,17,66,18,2293,0 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +1,1,49.860274,1,0,0,0,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,16.6,1,2,0,1,1,15.28,8.784289,1.74,63,18,24,1000000,111,1 +0,1,43.517808,1,0,0,0,-1,1,1,2,0,1,chronic,1,0,1,1,0,1,0,1,2.2,0,0,1,1,1,22.02,2.733138,8.06,10.5,16,16,1000000,149,1 +0,1,40.536986,1,1,0,0,0,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,2.1,0,0,0,1,1,19.59,5.837647,3.36,15,12,11,1000000,1690,0 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +1,1,34.273973,0,1,1,0,0,1,0,1,1,0,ALL,0,0,1,1,0,1,0,3,13.8,1,2,0,1,1,5.81,0.692898,8.39,48,15,285,1000000,1376,0 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +1,1,44.380822,1,0,0,0,1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,4.1,0,0,0,1,1,31.57,4.824785,6.54,15.3,12,72,1000000,2118,0 +1,0,20.358904,0,0,0,0,-1,1,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,9.9,0,1,0,1,?,5.33,0.927108,5.75,29,15,1000000,1000000,60,1 +1,1,31.526027,0,0,1,0,1,0,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,11.4,1,2,0,1,1,12.94,7.060927,1.83,41.4,12,13,1000000,1327,0 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,0,28.805479,0,1,1,0,1,1,1,2,0,1,chronic,1,0,1,1,0,0,1,2,11.3,1,2,0,0,1,3.35,4.517296,0.74,34.1,17,25,14,1006,0 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +0,0,29.772603,0,1,0,0,1,1,1,2,0,1,ALL,1,1,1,2,1,2,0,4,8.5,0,1,0,0,0,2.68,3.650173,0.73,30,14,24,15,2354,0 +0,0,28.821918,0,0,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,15.1,1,2,0,1,1,1.93,3.280961,0.59,48.8,22,107,1000000,1000,0 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+1,0,38.2,1,1,0,0,1,1,1,0,0,0,chronic,1,0,1,1,0,0,1,3,16,1,2,0,0,?,5.25,19.210978,0.27,71,14,30,14,48,1 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +0,0,36.789041,1,1,0,0,0,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,16.6,1,2,0,0,?,3.5,7.423372,0.47,58.9,19,1000000,15,42,1 +0,1,43.745205,1,1,0,0,0,1,0,2,0,1,AML,1,0,1,2,1,1,1,4,3.3,0,0,0,0,1,44,3.597279,12.23,13,11,12,27,2337,0 +0,1,43.126027,1,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,5.2,0,1,0,1,1,6.78,0.799458,8.48,20.9,16,21,1000000,1385,0 +1,1,46.545205,1,0,1,0,-1,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,6,0,1,0,1,1,17.61,2.818993,6.25,17.3,16,33,1000000,766,0 +1,0,30.279452,0,0,0,1,0,0,1,2,0,1,chronic,0,0,1,1,0,1,0,1,3.4,0,0,1,1,1,10.96,10.611083,1.03,14.8,15,19,1000000,2932,0 +0,1,39.627397,1,0,0,-1,1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,17,1,2,0,1,1,12.36,6.258729,1.97,62,17,14,1000000,2761,0 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +0,1,25.772603,0,0,0,1,1,1,0,?,0,?,AML,0,0,1,0,0,-1,-1,0,18.2,1,2,0,1,1,6.55,3.065758,2.14,54.6,15,32,1000000,494,0 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +1,1,39,1,0,0,2,0,1,1,?,?,?,ALL,1,1,1,0,0,-1,-1,0,5.1,0,1,0,1,?,48.63,3.737477,13.01,17.5,10,9,1000000,59,1 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +1,1,43.30411,1,1,0,1,1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,14,1,2,0,0,1,9.86,3.465003,2.85,58,17,24,21,1214,0 +0,1,19.663014,0,1,0,0,2,1,1,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13,1,2,0,1,0,6.62,2.40947,2.75,43,16,21,1000000,1895,0 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +0,0,25.506849,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,1,0,1,0,1,12.2,1,2,0,1,1,3.53,7.243234,0.49,44.1,18,37,1000000,246,1 +1,1,29.619178,0,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,10,0,2,0,1,1,9.37,2.496128,3.75,55,16,74,1000000,2317,0 +1,1,45.136986,1,1,0,0,-1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,15.5,1,2,0,1,1,1.22,0.843646,1.45,71,14,25,1000000,2461,0 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +1,1,40.419178,1,1,0,1,1,0,0,3,1,1,chronic,0,0,1,1,0,1,0,1,3,0,0,0,0,1,39.07,6.081859,6.42,13,11,12,51,1741,0 +0,0,30.972603,0,0,0,2,1,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,11.5,1,2,0,1,1,3.16,12.984467,0.24,36,15,27,1000000,3364,0 +1,1,29.306849,0,1,0,1,1,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,14.1,1,2,0,1,0,5.01,2.446267,2.05,49,13,16,1000000,353,1 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +1,1,24.575342,0,0,0,-1,1,1,1,2,0,1,ALL,0,0,1,3,1,1,2,7,5,0,0,1,1,1,10,2.443228,4.09,25.4,12,14,1000000,1692,0 +1,1,41.627397,1,0,0,-1,-1,1,0,2,0,1,ALL,1,1,1,0,0,-1,-1,0,13.4,1,2,0,1,1,8.98,1.181537,7.6,38.4,16,1000000,1000000,174,1 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 +0,0,29.126027,0,0,0,-1,1,1,1,3,1,1,ALL,1,0,1,1,0,0,1,2,4.2,0,0,1,1,1,4.54,12.272474,0.37,18,15,28,1000000,421,1 +1,1,22.257534,0,1,0,0,-1,1,1,2,0,1,nonmalignant,1,1,0,0,0,-1,-1,0,4.4,0,0,0,0,1,21.99,1.878043,11.71,16,16,21,18,1308,0 +1,1,18.646575,0,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,1,0,1,0,1,9.6,0,1,0,1,1,12.03,3.120205,3.86,36,13,15,1000000,2483,0 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +0,1,35.890411,1,1,0,0,1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,9.7,0,1,1,1,0,10.89,2.241175,4.86,44.3,13,21,1000000,397,1 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +0,1,28.073973,0,1,0,2,1,1,1,0,0,0,AML,1,0,1,2,1,1,1,4,2.9,0,0,0,0,?,10.38,2.069057,5.02,11.2,13,27,17,31,1 +1,1,41.476712,1,0,1,-1,2,1,1,1,1,0,AML,1,1,1,0,0,-1,-1,0,17.8,1,2,1,1,1,6.87,1.214932,5.65,50.8,21,25,1000000,1243,1 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 +0,1,34.167123,0,1,0,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,12.7,1,2,0,1,1,11.45,1.671314,6.85,49,13,14,1000000,1985,0 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +1,0,30.024658,0,1,1,1,2,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.5,0,1,0,1,1,8.11,16.32616,0.5,28,16,100,1000000,1627,0 +1,1,30.854795,0,1,1,1,-1,1,1,1,1,0,ALL,0,0,1,2,1,0,2,4,4.8,0,0,0,1,?,7.87,1.007599,7.81,25,13,23,1000000,41,1 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +0,1,22.89589,0,0,0,1,0,1,1,2,0,1,AML,1,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,4.64,1.038858,4.47,44.5,12,30,1000000,634,1 +0,1,27.347945,0,1,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.4,1,2,0,1,1,7.73,1.635559,4.73,33,16,16,1000000,1895,0 +1,1,27.780822,0,1,0,1,0,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,8,0,1,0,0,0,15.41,8.07777,1.91,24,13,14,54,382,1 +1,1,55.553425,1,1,0,1,2,1,1,1,1,0,nonmalignant,1,1,0,0,0,?,?,0,9.5,0,1,0,1,1,9.91,0.948135,10.45,37,18,20,1000000,1109,0 \ No newline at end of file diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f0.arff b/datasets/bmt/cv-splits/bone-marrow-test-f0.arff new file mode 100644 index 0000000..80c7f7b --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f0.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f0' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,35.890411,1,1,0,0,1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,9.7,0,1,1,1,0,10.89,2.241175,4.86,44.3,13,21,1000000,397,1 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +1,1,30.854795,0,1,1,1,-1,1,1,1,1,0,ALL,0,0,1,2,1,0,2,4,4.8,0,0,0,1,?,7.87,1.007599,7.81,25,13,23,1000000,41,1 +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +1,1,26.663014,0,1,0,0,-1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.1,0,1,1,1,1,14.74,2.449323,6.02,32,13,14,1000000,672,1 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +0,1,22.408219,0,1,0,0,1,0,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,7.6,0,1,0,0,0,11.65,6.928599,1.68,34,15,1000000,21,161,1 +1,0,30.60274,0,1,0,0,1,1,1,0,0,1,lymphoma,1,0,1,0,0,-1,-1,0,11.5,1,2,1,1,1,3.14,3.713956,0.85,42,20,48,1000000,335,1 +1,1,33.857534,0,1,0,1,1,1,0,0,0,0,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,0,?,10.75,1.018042,10.56,9.6,17,1000000,19,48,1 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +1,0,38.827397,1,1,0,1,-1,1,1,2,0,1,ALL,1,0,1,2,1,1,1,4,7.7,0,1,0,0,1,1.28,6.537721,0.2,19.5,18,91,19,1593,0 +1,1,19.446575,0,0,0,0,1,1,1,1,1,0,chronic,1,0,1,0,0,-1,-1,0,15.3,1,2,0,1,1,7.2,1.365785,5.27,51.1,12,15,1000000,1280,0 +1,0,43.715068,1,0,0,0,-1,0,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,14,1,2,0,1,0,1.99,6.750632,0.29,52,18,119,1000000,1838,0 +0,1,19.663014,0,1,0,0,2,1,1,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13,1,2,0,1,0,6.62,2.40947,2.75,43,16,21,1000000,1895,0 +0,1,34.167123,0,1,0,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,12.7,1,2,0,1,1,11.45,1.671314,6.85,49,13,14,1000000,1985,0 +1,0,30.024658,0,1,1,1,2,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.5,0,1,0,1,1,8.11,16.32616,0.5,28,16,100,1000000,1627,0 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +1,1,30.389041,0,0,0,2,0,0,1,3,1,1,nonmalignant,1,1,0,3,1,1,2,7,3.4,0,0,0,1,1,21.74,2.969988,7.32,10,12,15,1000000,1791,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f1.arff b/datasets/bmt/cv-splits/bone-marrow-test-f1.arff new file mode 100644 index 0000000..90c89db --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f1.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f1' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,39,1,0,0,2,0,1,1,?,?,?,ALL,1,1,1,0,0,-1,-1,0,5.1,0,1,0,1,?,48.63,3.737477,13.01,17.5,10,9,1000000,59,1 +1,1,33.550685,0,0,0,1,1,1,0,3,1,1,lymphoma,1,0,1,1,0,1,0,1,12.1,1,2,1,1,1,9.47,4.420206,2.14,43,12,20,1000000,403,1 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +1,1,47.369863,1,1,1,0,1,?,1,3,1,1,ALL,0,0,1,2,1,1,1,4,11.6,1,2,1,0,1,6.28,1.082899,5.8,33,18,30,34,108,1 +1,1,43.578082,1,0,1,0,1,1,1,3,1,1,ALL,1,1,1,1,0,1,0,1,14.7,1,2,0,1,1,0.82,0.36872,2.22,62,26,30,1000000,115,1 +1,1,29.980822,0,1,0,1,-1,0,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,9.2,0,1,1,1,1,11.34,2.098238,5.4,26,16,17,1000000,200,1 +1,0,34.624658,0,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,14.7,1,2,1,1,1,2.88,56.065024,0.05,62,18,51,1000000,996,1 +1,1,29.306849,0,1,0,1,1,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,14.1,1,2,0,1,0,5.01,2.446267,2.05,49,13,16,1000000,353,1 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +0,1,36.8,1,1,0,1,1,1,0,0,0,0,chronic,1,0,1,2,1,1,1,4,13.4,1,2,0,1,0,14.46,2.242442,6.45,47,11,16,1000000,2503,0 +1,1,45.136986,1,1,0,0,-1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,15.5,1,2,0,1,1,1.22,0.843646,1.45,71,14,25,1000000,2461,0 +0,1,39.627397,1,0,0,-1,1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,17,1,2,0,1,1,12.36,6.258729,1.97,62,17,14,1000000,2761,0 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 +1,1,39.632877,1,0,0,1,1,1,0,0,0,0,nonmalignant,0,0,0,2,1,0,2,5,5,0,0,0,1,1,16.46,1.890822,8.71,19.5,14,12,1000000,1424,0 +1,0,30.279452,0,0,0,1,0,0,1,2,0,1,chronic,0,0,1,1,0,1,0,1,3.4,0,0,1,1,1,10.96,10.611083,1.03,14.8,15,19,1000000,2932,0 +1,1,31.671233,0,1,0,2,0,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,11.8,1,2,0,1,1,10.44,2.449389,4.26,45.5,14,32,1000000,445,0 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +1,1,24.575342,0,0,0,-1,1,1,1,2,0,1,ALL,0,0,1,3,1,1,2,7,5,0,0,1,1,1,10,2.443228,4.09,25.4,12,14,1000000,1692,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f2.arff b/datasets/bmt/cv-splits/bone-marrow-test-f2.arff new file mode 100644 index 0000000..76a416e --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f2.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f2' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +1,1,51.991781,1,1,1,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,16.7,1,2,0,0,1,4.44,1.851411,2.4,50.6,13,14,33,117,1 +0,0,55.40274,1,0,0,0,-1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,18.4,1,2,0,1,?,1.85,14.130301,0.13,47,18,30,1000000,19,1 +0,0,36.789041,1,1,0,0,0,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,16.6,1,2,0,0,?,3.5,7.423372,0.47,58.9,19,1000000,15,42,1 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +1,1,36.435616,1,0,0,0,2,0,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,20.1,1,2,0,1,0,10.14,5.164562,1.96,54.5,17,24,1000000,290,1 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +0,0,41.443836,1,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,3.8,0,0,1,1,1,8.58,11.123182,0.77,16.5,16,29,1000000,102,1 +1,1,39.641096,1,0,0,-1,1,1,1,2,0,1,nonmalignant,0,0,0,1,0,1,0,3,4.9,0,0,0,1,1,16.02,1.351711,11.85,7.5,11,51,1000000,1346,0 +0,1,29.731507,0,0,0,0,-1,1,1,1,1,0,chronic,1,0,1,1,0,0,1,2,1.9,0,0,0,1,0,17.66,11.883664,1.49,10.5,12,13,1000000,599,0 +0,1,30.287671,0,1,0,0,0,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,8.3,0,1,0,0,1,2.26,5.69203,0.4,38.5,17,21,14,942,0 +1,1,31.194521,0,0,0,2,0,1,1,3,1,1,nonmalignant,0,0,0,2,1,1,1,4,1.8,0,0,0,1,1,57.78,11.017048,5.24,8.15,13,10,1000000,1958,0 +1,0,33.791781,0,0,1,-1,1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,11.2,1,2,0,1,1,1.38,?,?,34,22,56,1000000,2699,0 +1,1,44.380822,1,0,0,0,1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,4.1,0,0,0,1,1,31.57,4.824785,6.54,15.3,12,72,1000000,2118,0 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,1,30.676712,0,1,0,1,1,1,0,0,0,0,AML,1,0,1,0,0,-1,-1,0,17.8,1,2,0,1,1,8.03,2.26309,3.55,55,16,16,1000000,1432,0 +1,1,40.419178,1,1,0,1,1,0,0,3,1,1,chronic,0,0,1,1,0,1,0,1,3,0,0,0,0,1,39.07,6.081859,6.42,13,11,12,51,1741,0 +0,1,35.764384,1,1,0,0,1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,1,0,9.38,1.848795,5.07,18.6,17,21,1000000,511,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f3.arff b/datasets/bmt/cv-splits/bone-marrow-test-f3.arff new file mode 100644 index 0000000..cc5d990 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f3.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f3' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +1,1,24.367123,0,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,3,2.3,0,0,0,0,1,9.17,1.025586,8.94,14,17,1000000,62,137,1 +0,1,47.112329,1,0,0,1,1,1,0,3,1,1,chronic,1,0,1,2,1,1,1,4,11.5,1,2,0,1,1,24.34,2.780611,8.75,30,15,19,1000000,606,1 +0,1,22.89589,0,0,0,1,0,1,1,2,0,1,AML,1,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,4.64,1.038858,4.47,44.5,12,30,1000000,634,1 +1,1,40.232877,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,1,0,0,1,2,17.9,1,2,0,1,?,5.45,1.595133,3.42,97.8,11,16,1000000,58,1 +1,1,46.00274,1,0,0,-1,0,1,1,?,1,?,lymphoma,1,0,1,2,1,2,0,4,18.8,1,2,0,1,?,1.64,9.456741,0.17,103.4,1000000,1000000,1000000,15,1 +1,1,39.983562,1,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,3,1,1,2,7,4.7,0,0,0,0,?,11.27,3.242425,3.48,17,16,1000000,16,35,1 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +1,1,22.112329,0,0,0,1,-1,0,1,2,0,1,lymphoma,0,0,1,0,0,-1,-1,0,14.6,1,2,0,1,?,7.91,?,?,37.5,1000000,1000000,1000000,26,1 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +0,1,43.375342,1,1,0,0,1,1,1,?,0,?,ALL,0,0,1,0,0,-1,-1,0,0.6,0,0,0,1,1,22.97,1.408646,16.31,6,24,74,1000000,704,0 +0,1,25.284932,0,0,0,1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,4.5,0,0,0,1,1,24.7,5.045842,4.9,19,14,12,1000000,1679,0 +0,1,28.268493,0,0,0,0,1,1,1,?,1,?,chronic,1,0,1,1,0,0,1,2,5.4,0,1,0,1,1,15.51,1.168705,13.27,19.6,16,13,1000000,1138,0 +0,1,43.745205,1,1,0,0,0,1,0,2,0,1,AML,1,0,1,2,1,1,1,4,3.3,0,0,0,0,1,44,3.597279,12.23,13,11,12,27,2337,0 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +1,1,24.476712,0,1,0,0,1,1,1,2,0,1,AML,1,1,1,1,0,0,1,2,14.8,1,2,0,1,1,8.91,1.865411,4.78,49,14,17,1000000,1728,0 +1,1,43.30411,1,1,0,1,1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,14,1,2,0,0,1,9.86,3.465003,2.85,58,17,24,21,1214,0 +1,1,31.526027,0,0,1,0,1,0,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,11.4,1,2,0,1,1,12.94,7.060927,1.83,41.4,12,13,1000000,1327,0 +0,0,24.284932,0,1,0,0,-1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,1.3,0,0,0,1,1,4.37,4.489022,0.97,10.5,17,21,100,2153,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f4.arff b/datasets/bmt/cv-splits/bone-marrow-test-f4.arff new file mode 100644 index 0000000..5ad3fc1 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f4.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f4' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,40.317808,1,0,1,0,?,?,?,?,0,?,ALL,1,0,1,0,0,-1,-1,0,17.7,1,2,0,1,0,4.49,4.468419,1,59,18,19,1000000,196,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +0,1,33.915068,0,1,0,1,0,1,1,?,0,?,lymphoma,1,1,1,1,0,1,0,1,9.5,0,1,0,1,0,36.34,7.517388,4.83,23,14,13,1000000,745,1 +0,0,25.506849,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,1,0,1,0,1,12.2,1,2,0,1,1,3.53,7.243234,0.49,44.1,18,37,1000000,246,1 +0,1,28.073973,0,1,0,2,1,1,1,0,0,0,AML,1,0,1,2,1,1,1,4,2.9,0,0,0,0,?,10.38,2.069057,5.02,11.2,13,27,17,31,1 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 +0,1,43.517808,1,0,0,0,-1,1,1,2,0,1,chronic,1,0,1,1,0,1,0,1,2.2,0,0,1,1,1,22.02,2.733138,8.06,10.5,16,16,1000000,149,1 +1,1,28.723288,0,1,0,1,-1,0,1,1,1,0,chronic,0,0,1,2,1,1,1,4,7.3,0,1,0,1,0,20,2.491794,8.03,25,14,14,1000000,1839,0 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +0,1,35.79726,1,1,0,0,-1,1,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.1,0,1,0,1,1,17.3,7.805782,2.22,26.9,14,21,1000000,1754,0 +1,1,22.528767,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,9,0,1,0,0,1,11.26,3.787339,2.97,25.2,14,14,55,472,0 +1,0,40.969863,1,1,1,-1,-1,1,0,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,0.7,0,0,0,1,1,5.91,1.788507,3.3,6.4,16,88,1000000,1522,0 +0,1,52.476712,1,0,0,2,1,0,1,1,1,0,chronic,1,0,1,1,0,1,0,1,9.4,0,1,1,1,1,17.59,2.394072,7.35,22.6,13,16,1000000,824,0 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +0,0,43.065753,1,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,1,1,4.27,99.56097,0.04,17.6,18,24,1000000,2117,0 +0,1,30.2,0,0,0,0,-1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,2.8,0,0,0,1,1,38.32,3.133461,12.23,13,11,11,1000000,2279,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f5.arff b/datasets/bmt/cv-splits/bone-marrow-test-f5.arff new file mode 100644 index 0000000..b8edadf --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f5.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f5' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,21.405479,0,1,0,0,1,1,1,3,1,1,chronic,0,0,1,1,0,0,1,2,12.7,1,2,0,1,0,7.78,1.744246,4.46,37,15,13,1000000,236,1 +1,1,41.476712,1,0,1,-1,2,1,1,1,1,0,AML,1,1,1,0,0,-1,-1,0,17.8,1,2,1,1,1,6.87,1.214932,5.65,50.8,21,25,1000000,1243,1 +0,1,37.254795,1,0,0,0,0,1,0,1,1,0,chronic,1,0,1,2,1,2,0,4,17.8,1,2,0,1,?,7,1.483826,4.72,90,12,30,1000000,57,1 +1,1,27.780822,0,1,0,1,0,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,8,0,1,0,0,0,15.41,8.07777,1.91,24,13,14,54,382,1 +0,1,22.863014,0,0,0,1,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,17.9,1,2,0,1,?,9.73,2.997231,3.25,42.4,1000000,1000000,1000000,10,1 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +1,1,37,1,1,0,1,1,1,0,2,0,1,lymphoma,1,1,1,0,0,-1,-1,0,14.1,1,2,0,1,?,10.12,2.734269,3.7,44.3,15,16,1000000,60,1 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +1,0,21.263014,0,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,7.4,0,1,0,1,1,3.53,4.184092,0.84,26.5,21,170,1000000,1397,0 +1,1,33.120548,0,0,0,0,0,0,0,2,0,1,ALL,0,0,1,2,1,1,1,5,6.9,0,1,0,1,1,16.65,4.011209,4.15,28.5,14,14,1000000,2926,0 +1,1,33.052055,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,2.8,0,0,0,0,1,23.21,2.001808,11.59,14.3,14,14,20,1041,0 +1,1,55.553425,1,1,0,1,2,1,1,1,1,0,nonmalignant,1,1,0,0,0,?,?,0,9.5,0,1,0,1,1,9.91,0.948135,10.45,37,18,20,1000000,1109,0 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +0,1,40.912329,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,1,0,1,0,1,2,0,0,0,1,0,19.3,1.839537,10.49,12,17,17,1000000,1171,0 +0,1,43.126027,1,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,5.2,0,1,0,1,1,6.78,0.799458,8.48,20.9,16,21,1000000,1385,0 +0,0,29.772603,0,1,0,0,1,1,1,2,0,1,ALL,1,1,1,2,1,2,0,4,8.5,0,1,0,0,0,2.68,3.650173,0.73,30,14,24,15,2354,0 +1,1,22.257534,0,1,0,0,-1,1,1,2,0,1,nonmalignant,1,1,0,0,0,-1,-1,0,4.4,0,0,0,0,1,21.99,1.878043,11.71,16,16,21,18,1308,0 +0,1,29.158904,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,0,1,2,15.1,1,2,0,1,1,7.45,4.2187,1.77,60,12,13,1000000,1781,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f6.arff b/datasets/bmt/cv-splits/bone-marrow-test-f6.arff new file mode 100644 index 0000000..559a6f5 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f6.arff @@ -0,0 +1,60 @@ +@relation 'bone-marrow-test-f6' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,35.087671,1,1,0,1,-1,1,1,0,0,0,ALL,1,1,1,1,0,0,1,2,12.6,1,2,1,1,1,20.44,5.761517,3.55,51,13,17,1000000,261,1 +1,0,20.358904,0,0,0,0,-1,1,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,9.9,0,1,0,1,?,5.33,0.927108,5.75,29,15,1000000,1000000,60,1 +0,1,39.172603,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,0,0,-1,-1,0,8.4,0,1,1,1,1,5.86,1.849607,3.17,38.3,15,23,1000000,576,1 +1,1,22.643836,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,12.7,1,2,0,1,1,10.78,3.10536,3.47,54.9,15,27,1000000,224,1 +0,0,35.630137,1,0,0,1,1,1,0,2,0,1,AML,0,0,1,1,0,1,0,1,15.5,1,2,0,1,?,1.9,5.276616,0.36,61.3,18,1000000,1000000,60,1 +0,1,30.835616,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,1,0,1,0,1,5,0,0,0,1,0,34.1,?,?,?,9,10,1000000,385,1 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 +1,1,46.545205,1,0,1,0,-1,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,6,0,1,0,1,1,17.61,2.818993,6.25,17.3,16,33,1000000,766,0 +0,0,30.972603,0,0,0,2,1,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,11.5,1,2,0,1,1,3.16,12.984467,0.24,36,15,27,1000000,3364,0 +0,0,30.50411,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,0,0,2.87,13.890231,0.21,23.8,18,27,21,2105,0 +1,1,32.641096,0,0,0,2,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,1,23.54,3.772555,6.24,20.5,15,14,1000000,671,0 +1,1,39.380822,1,1,0,1,1,1,0,3,1,1,chronic,1,0,1,1,0,1,0,1,1.7,0,0,0,0,1,5.37,2.778202,1.93,10,17,66,18,2293,0 +1,1,22.430137,0,1,0,0,-1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,16,1,2,0,1,1,14.66,2.118673,6.92,44.5,11,17,1000000,1025,0 +1,1,27.676712,0,1,0,0,0,1,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,11.5,1,2,0,1,0,14.87,2.552321,5.83,33,13,26,1000000,2286,0 +1,1,32.372603,0,1,0,1,2,0,1,0,0,0,AML,1,0,1,2,1,2,0,4,20.2,1,2,1,1,1,9.11,2.687529,3.39,62.5,16,111,1000000,767,0 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +0,1,28.709589,0,0,0,-1,1,1,1,?,1,1,AML,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,1,2.81,0.204132,13.77,15.3,17,189,100,454,0 +1,0,41.164384,1,0,0,0,-1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.5,1,2,0,1,1,4.79,12.028841,0.4,30,17,19,1000000,3288,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f7.arff b/datasets/bmt/cv-splits/bone-marrow-test-f7.arff new file mode 100644 index 0000000..190dad4 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f7.arff @@ -0,0 +1,59 @@ +@relation 'bone-marrow-test-f7' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +0,0,39.643836,1,0,0,1,0,1,1,0,0,0,lymphoma,1,0,1,1,0,1,0,1,13.5,1,2,0,1,?,3.65,12.479226,0.29,47,19,27,1000000,66,1 +1,0,42.268493,1,1,1,0,1,1,1,?,0,?,AML,0,0,1,1,0,1,0,1,17.8,1,2,0,1,0,1.91,12.36598,0.15,56.5,16,47,1000000,435,1 +1,0,23.342466,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,4,0,0,1,1,1,4.5,11.078295,0.41,20.6,16,37,1000000,163,1 +1,1,49.860274,1,0,0,0,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,16.6,1,2,0,1,1,15.28,8.784289,1.74,63,18,24,1000000,111,1 +1,1,41.627397,1,0,0,-1,-1,1,0,2,0,1,ALL,1,1,1,0,0,-1,-1,0,13.4,1,2,0,1,1,8.98,1.181537,7.6,38.4,16,1000000,1000000,174,1 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +0,1,35.287671,1,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,12.2,1,2,0,1,1,9.89,2.927597,3.38,30.8,15,18,1000000,1587,0 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +1,1,34.273973,0,1,1,0,0,1,0,1,1,0,ALL,0,0,1,1,0,1,0,3,13.8,1,2,0,1,1,5.81,0.692898,8.39,48,15,285,1000000,1376,0 +0,1,26.731507,0,0,0,0,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,11.3,1,2,0,1,1,8.82,1.786075,4.94,46.7,17,22,1000000,1243,0 +1,1,24.353425,0,0,0,1,1,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,4.6,0,0,0,1,1,9.81,1.687395,5.81,23,14,19,1000000,531,0 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +0,1,40.536986,1,1,0,0,0,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,2.1,0,0,0,1,1,19.59,5.837647,3.36,15,12,11,1000000,1690,0 +0,1,31.545205,0,1,0,1,1,1,0,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,27,3.81488,7.08,31,18,14,1000000,2231,0 +1,0,27.391781,0,0,0,2,0,1,1,?,?,1,chronic,1,1,1,0,0,-1,-1,0,8.9,0,1,0,1,1,3.27,8.412758,0.39,40,16,70,1000000,2800,0 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f8.arff b/datasets/bmt/cv-splits/bone-marrow-test-f8.arff new file mode 100644 index 0000000..44a9156 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f8.arff @@ -0,0 +1,59 @@ +@relation 'bone-marrow-test-f8' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,29.964384,0,1,0,0,1,1,1,0,0,0,chronic,1,0,1,3,1,0,3,7,6.5,0,1,0,0,1,43.96,6.002989,7.32,16,11,13,24,113,1 +0,1,40.183562,1,1,0,0,0,1,0,2,0,1,ALL,1,0,1,1,0,1,0,1,18.3,1,2,0,1,?,9.28,?,?,?,13,27,1000000,56,1 +1,0,21.972603,0,1,1,0,-1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,15.4,1,2,0,1,0,1.58,6.34585,0.25,70,18,29,1000000,136,1 +1,0,39.024658,1,1,1,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,3.1,0,0,0,0,?,6.45,16.186239,0.4,15,13,23,36,96,1 +0,0,28.276712,0,1,0,-1,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,18.2,1,2,0,1,1,1.31,14.642869,0.09,72.5,21,1000000,1000000,202,1 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +1,0,29.161644,0,0,1,1,0,1,1,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,4.5,0,0,0,1,1,6.66,6.739936,0.99,15,12,79,1000000,181,1 +1,1,29.619178,0,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,10,0,2,0,1,1,9.37,2.496128,3.75,55,16,74,1000000,2317,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +0,0,28.821918,0,0,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,15.1,1,2,0,1,1,1.93,3.280961,0.59,48.8,22,107,1000000,1000,0 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,1,25.772603,0,0,0,1,1,1,0,?,0,?,AML,0,0,1,0,0,-1,-1,0,18.2,1,2,0,1,1,6.55,3.065758,2.14,54.6,15,32,1000000,494,0 +1,1,18.646575,0,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,1,0,1,0,1,9.6,0,1,0,1,1,12.03,3.120205,3.86,36,13,15,1000000,2483,0 +0,1,41.542466,1,1,0,2,0,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,13.5,1,2,0,1,1,14.12,11.405197,1.24,58,14,14,1000000,1937,0 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +0,1,27.347945,0,1,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.4,1,2,0,1,1,7.73,1.635559,4.73,33,16,16,1000000,1895,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-test-f9.arff b/datasets/bmt/cv-splits/bone-marrow-test-f9.arff new file mode 100644 index 0000000..4476319 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-test-f9.arff @@ -0,0 +1,59 @@ +@relation 'bone-marrow-test-f9' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +0,0,29.126027,0,0,0,-1,1,1,1,3,1,1,ALL,1,0,1,1,0,0,1,2,4.2,0,0,1,1,1,4.54,12.272474,0.37,18,15,28,1000000,421,1 +1,0,38.2,1,1,0,0,1,1,1,0,0,0,chronic,1,0,1,1,0,0,1,3,16,1,2,0,0,?,5.25,19.210978,0.27,71,14,30,14,48,1 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,1,26.221918,0,1,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,1,0,0,1,2,3.9,0,0,0,0,0,24.09,1.498879,16.07,11.9,11,12,49,306,1 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +0,1,42.739726,1,1,0,0,1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,0,1,15.47,1.346764,11.49,20.8,16,18,21,1188,0 +0,0,37.380822,1,1,0,1,0,1,1,0,0,0,AML,1,1,1,2,1,2,0,4,17.8,1,2,0,1,0,10.85,1.070314,10.14,51.3,14,15,1000000,2112,0 +1,1,22.493151,0,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,3,2.3,0,0,0,1,1,20.41,1.283387,15.9,12,12,12,1000000,1301,0 +1,1,31.745205,0,0,0,1,0,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,17.7,1,2,0,1,1,8.84,1.711795,5.16,64,17,25,1000000,884,0 +1,1,33.643836,0,0,0,-1,-1,0,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,17.5,1,2,0,1,1,7.97,1.558548,5.11,65,19,23,1000000,718,0 +1,1,40.339726,1,0,1,-1,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.2,0,0,0,1,1,21.59,2.722087,7.93,17.2,15,17,1000000,510,0 +1,0,44.413699,1,1,0,-1,1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,15.6,1,2,0,1,1,0.79,6.157698,0.13,68,20,32,1000000,1949,0 +1,0,28.805479,0,1,1,0,1,1,1,2,0,1,chronic,1,0,1,1,0,0,1,2,11.3,1,2,0,0,1,3.35,4.517296,0.74,34.1,17,25,14,1006,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f0.arff b/datasets/bmt/cv-splits/bone-marrow-train-f0.arff new file mode 100644 index 0000000..e2e9e4c --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f0.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f0' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,39.172603,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,0,0,-1,-1,0,8.4,0,1,1,1,1,5.86,1.849607,3.17,38.3,15,23,1000000,576,1 +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +1,0,42.268493,1,1,1,0,1,1,1,?,0,?,AML,0,0,1,1,0,1,0,1,17.8,1,2,0,1,0,1.91,12.36598,0.15,56.5,16,47,1000000,435,1 +0,1,29.731507,0,0,0,0,-1,1,1,1,1,0,chronic,1,0,1,1,0,0,1,2,1.9,0,0,0,1,0,17.66,11.883664,1.49,10.5,12,13,1000000,599,0 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,1,39.983562,1,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,3,1,1,2,7,4.7,0,0,0,0,?,11.27,3.242425,3.48,17,16,1000000,16,35,1 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +0,1,28.709589,0,0,0,-1,1,1,1,?,1,1,AML,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,1,2.81,0.204132,13.77,15.3,17,189,100,454,0 +1,1,31.745205,0,0,0,1,0,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,17.7,1,2,0,1,1,8.84,1.711795,5.16,64,17,25,1000000,884,0 +0,0,35.630137,1,0,0,1,1,1,0,2,0,1,AML,0,0,1,1,0,1,0,1,15.5,1,2,0,1,?,1.9,5.276616,0.36,61.3,18,1000000,1000000,60,1 +1,0,39.024658,1,1,1,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,3.1,0,0,0,0,?,6.45,16.186239,0.4,15,13,23,36,96,1 +1,0,30.279452,0,0,0,1,0,0,1,2,0,1,chronic,0,0,1,1,0,1,0,1,3.4,0,0,1,1,1,10.96,10.611083,1.03,14.8,15,19,1000000,2932,0 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +1,1,34.273973,0,1,1,0,0,1,0,1,1,0,ALL,0,0,1,1,0,1,0,3,13.8,1,2,0,1,1,5.81,0.692898,8.39,48,15,285,1000000,1376,0 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +1,1,33.120548,0,0,0,0,0,0,0,2,0,1,ALL,0,0,1,2,1,1,1,5,6.9,0,1,0,1,1,16.65,4.011209,4.15,28.5,14,14,1000000,2926,0 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +0,0,29.772603,0,1,0,0,1,1,1,2,0,1,ALL,1,1,1,2,1,2,0,4,8.5,0,1,0,0,0,2.68,3.650173,0.73,30,14,24,15,2354,0 +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +1,1,39.641096,1,0,0,-1,1,1,1,2,0,1,nonmalignant,0,0,0,1,0,1,0,3,4.9,0,0,0,1,1,16.02,1.351711,11.85,7.5,11,51,1000000,1346,0 +1,1,46.545205,1,0,1,0,-1,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,6,0,1,0,1,1,17.61,2.818993,6.25,17.3,16,33,1000000,766,0 +1,1,40.232877,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,1,0,0,1,2,17.9,1,2,0,1,?,5.45,1.595133,3.42,97.8,11,16,1000000,58,1 +1,1,33.643836,0,0,0,-1,-1,0,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,17.5,1,2,0,1,1,7.97,1.558548,5.11,65,19,23,1000000,718,0 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +1,1,39.632877,1,0,0,1,1,1,0,0,0,0,nonmalignant,0,0,0,2,1,0,2,5,5,0,0,0,1,1,16.46,1.890822,8.71,19.5,14,12,1000000,1424,0 +0,1,41.542466,1,1,0,2,0,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,13.5,1,2,0,1,1,14.12,11.405197,1.24,58,14,14,1000000,1937,0 +0,1,35.764384,1,1,0,0,1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,1,0,9.38,1.848795,5.07,18.6,17,21,1000000,511,0 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,1,22.112329,0,0,0,1,-1,0,1,2,0,1,lymphoma,0,0,1,0,0,-1,-1,0,14.6,1,2,0,1,?,7.91,?,?,37.5,1000000,1000000,1000000,26,1 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +0,1,22.863014,0,0,0,1,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,17.9,1,2,0,1,?,9.73,2.997231,3.25,42.4,1000000,1000000,1000000,10,1 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 +0,0,55.40274,1,0,0,0,-1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,18.4,1,2,0,1,?,1.85,14.130301,0.13,47,18,30,1000000,19,1 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +1,1,51.991781,1,1,1,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,16.7,1,2,0,0,1,4.44,1.851411,2.4,50.6,13,14,33,117,1 +1,1,31.194521,0,0,0,2,0,1,1,3,1,1,nonmalignant,0,0,0,2,1,1,1,4,1.8,0,0,0,1,1,57.78,11.017048,5.24,8.15,13,10,1000000,1958,0 +1,0,33.791781,0,0,1,-1,1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,11.2,1,2,0,1,1,1.38,?,?,34,22,56,1000000,2699,0 +1,0,34.624658,0,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,14.7,1,2,1,1,1,2.88,56.065024,0.05,62,18,51,1000000,996,1 +1,1,44.380822,1,0,0,0,1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,4.1,0,0,0,1,1,31.57,4.824785,6.54,15.3,12,72,1000000,2118,0 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+1,1,18.646575,0,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,1,0,1,0,1,9.6,0,1,0,1,1,12.03,3.120205,3.86,36,13,15,1000000,2483,0 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +0,0,28.821918,0,0,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,15.1,1,2,0,1,1,1.93,3.280961,0.59,48.8,22,107,1000000,1000,0 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +0,1,40.912329,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,1,0,1,0,1,2,0,0,0,1,0,19.3,1.839537,10.49,12,17,17,1000000,1171,0 +0,1,40.536986,1,1,0,0,0,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,2.1,0,0,0,1,1,19.59,5.837647,3.36,15,12,11,1000000,1690,0 +0,1,43.375342,1,1,0,0,1,1,1,?,0,?,ALL,0,0,1,0,0,-1,-1,0,0.6,0,0,0,1,1,22.97,1.408646,16.31,6,24,74,1000000,704,0 +1,1,29.980822,0,1,0,1,-1,0,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,9.2,0,1,1,1,1,11.34,2.098238,5.4,26,16,17,1000000,200,1 +0,1,29.158904,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,0,1,2,15.1,1,2,0,1,1,7.45,4.2187,1.77,60,12,13,1000000,1781,0 +1,1,49.860274,1,0,0,0,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,16.6,1,2,0,1,1,15.28,8.784289,1.74,63,18,24,1000000,111,1 +1,1,29.619178,0,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,10,0,2,0,1,1,9.37,2.496128,3.75,55,16,74,1000000,2317,0 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +1,1,39,1,0,0,2,0,1,1,?,?,?,ALL,1,1,1,0,0,-1,-1,0,5.1,0,1,0,1,?,48.63,3.737477,13.01,17.5,10,9,1000000,59,1 +1,1,31.671233,0,1,0,2,0,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,11.8,1,2,0,1,1,10.44,2.449389,4.26,45.5,14,32,1000000,445,0 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +1,1,39.380822,1,1,0,1,1,1,0,3,1,1,chronic,1,0,1,1,0,1,0,1,1.7,0,0,0,0,1,5.37,2.778202,1.93,10,17,66,18,2293,0 +1,1,27.780822,0,1,0,1,0,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,8,0,1,0,0,0,15.41,8.07777,1.91,24,13,14,54,382,1 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +1,1,33.550685,0,0,0,1,1,1,0,3,1,1,lymphoma,1,0,1,1,0,1,0,1,12.1,1,2,1,1,1,9.47,4.420206,2.14,43,12,20,1000000,403,1 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +0,0,36.789041,1,1,0,0,0,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,16.6,1,2,0,0,?,3.5,7.423372,0.47,58.9,19,1000000,15,42,1 +0,1,52.476712,1,0,0,2,1,0,1,1,1,0,chronic,1,0,1,1,0,1,0,1,9.4,0,1,1,1,1,17.59,2.394072,7.35,22.6,13,16,1000000,824,0 +0,0,37.380822,1,1,0,1,0,1,1,0,0,0,AML,1,1,1,2,1,2,0,4,17.8,1,2,0,1,0,10.85,1.070314,10.14,51.3,14,15,1000000,2112,0 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +1,1,22.430137,0,1,0,0,-1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,16,1,2,0,1,1,14.66,2.118673,6.92,44.5,11,17,1000000,1025,0 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +1,1,32.372603,0,1,0,1,2,0,1,0,0,0,AML,1,0,1,2,1,2,0,4,20.2,1,2,1,1,1,9.11,2.687529,3.39,62.5,16,111,1000000,767,0 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f1.arff b/datasets/bmt/cv-splits/bone-marrow-train-f1.arff new file mode 100644 index 0000000..7dfe2d9 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f1.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f1' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,0,25.506849,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,1,0,1,0,1,12.2,1,2,0,1,1,3.53,7.243234,0.49,44.1,18,37,1000000,246,1 +1,0,41.164384,1,0,0,0,-1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.5,1,2,0,1,1,4.79,12.028841,0.4,30,17,19,1000000,3288,0 +1,1,27.780822,0,1,0,1,0,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,8,0,1,0,0,0,15.41,8.07777,1.91,24,13,14,54,382,1 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +1,0,33.791781,0,0,1,-1,1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,11.2,1,2,0,1,1,1.38,?,?,34,22,56,1000000,2699,0 +0,1,35.79726,1,1,0,0,-1,1,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.1,0,1,0,1,1,17.3,7.805782,2.22,26.9,14,21,1000000,1754,0 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +0,1,52.476712,1,0,0,2,1,0,1,1,1,0,chronic,1,0,1,1,0,1,0,1,9.4,0,1,1,1,1,17.59,2.394072,7.35,22.6,13,16,1000000,824,0 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 +0,0,29.126027,0,0,0,-1,1,1,1,3,1,1,ALL,1,0,1,1,0,0,1,2,4.2,0,0,1,1,1,4.54,12.272474,0.37,18,15,28,1000000,421,1 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +1,1,22.430137,0,1,0,0,-1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,16,1,2,0,1,1,14.66,2.118673,6.92,44.5,11,17,1000000,1025,0 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +0,1,43.126027,1,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,5.2,0,1,0,1,1,6.78,0.799458,8.48,20.9,16,21,1000000,1385,0 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+1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,0,43.065753,1,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,1,1,4.27,99.56097,0.04,17.6,18,24,1000000,2117,0 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +0,1,19.663014,0,1,0,0,2,1,1,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13,1,2,0,1,0,6.62,2.40947,2.75,43,16,21,1000000,1895,0 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +1,1,33.857534,0,1,0,1,1,1,0,0,0,0,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,0,?,10.75,1.018042,10.56,9.6,17,1000000,19,48,1 +0,1,30.835616,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,1,0,1,0,1,5,0,0,0,1,0,34.1,?,?,?,9,10,1000000,385,1 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +1,0,27.391781,0,0,0,2,0,1,1,?,?,1,chronic,1,1,1,0,0,-1,-1,0,8.9,0,1,0,1,1,3.27,8.412758,0.39,40,16,70,1000000,2800,0 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +1,0,40.969863,1,1,1,-1,-1,1,0,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,0.7,0,0,0,1,1,5.91,1.788507,3.3,6.4,16,88,1000000,1522,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f2.arff b/datasets/bmt/cv-splits/bone-marrow-train-f2.arff new file mode 100644 index 0000000..d9985f0 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f2.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f2' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +0,1,41.542466,1,1,0,2,0,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,13.5,1,2,0,1,1,14.12,11.405197,1.24,58,14,14,1000000,1937,0 +1,0,43.715068,1,0,0,0,-1,0,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,14,1,2,0,1,0,1.99,6.750632,0.29,52,18,119,1000000,1838,0 +1,1,24.476712,0,1,0,0,1,1,1,2,0,1,AML,1,1,1,1,0,0,1,2,14.8,1,2,0,1,1,8.91,1.865411,4.78,49,14,17,1000000,1728,0 +0,1,43.517808,1,0,0,0,-1,1,1,2,0,1,chronic,1,0,1,1,0,1,0,1,2.2,0,0,1,1,1,22.02,2.733138,8.06,10.5,16,16,1000000,149,1 +0,1,36.8,1,1,0,1,1,1,0,0,0,0,chronic,1,0,1,2,1,1,1,4,13.4,1,2,0,1,0,14.46,2.242442,6.45,47,11,16,1000000,2503,0 +0,0,30.50411,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,0,0,2.87,13.890231,0.21,23.8,18,27,21,2105,0 +0,1,40.183562,1,1,0,0,0,1,0,2,0,1,ALL,1,0,1,1,0,1,0,1,18.3,1,2,0,1,?,9.28,?,?,?,13,27,1000000,56,1 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 +1,1,18.646575,0,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,1,0,1,0,1,9.6,0,1,0,1,1,12.03,3.120205,3.86,36,13,15,1000000,2483,0 +0,0,39.643836,1,0,0,1,0,1,1,0,0,0,lymphoma,1,0,1,1,0,1,0,1,13.5,1,2,0,1,?,3.65,12.479226,0.29,47,19,27,1000000,66,1 +0,1,43.375342,1,1,0,0,1,1,1,?,0,?,ALL,0,0,1,0,0,-1,-1,0,0.6,0,0,0,1,1,22.97,1.408646,16.31,6,24,74,1000000,704,0 +1,0,29.161644,0,0,1,1,0,1,1,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,4.5,0,0,0,1,1,6.66,6.739936,0.99,15,12,79,1000000,181,1 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +1,1,39,1,0,0,2,0,1,1,?,?,?,ALL,1,1,1,0,0,-1,-1,0,5.1,0,1,0,1,?,48.63,3.737477,13.01,17.5,10,9,1000000,59,1 +1,1,49.860274,1,0,0,0,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,16.6,1,2,0,1,1,15.28,8.784289,1.74,63,18,24,1000000,111,1 +0,0,28.821918,0,0,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,15.1,1,2,0,1,1,1.93,3.280961,0.59,48.8,22,107,1000000,1000,0 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 +1,1,29.306849,0,1,0,1,1,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,14.1,1,2,0,1,0,5.01,2.446267,2.05,49,13,16,1000000,353,1 +1,1,31.671233,0,1,0,2,0,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,11.8,1,2,0,1,1,10.44,2.449389,4.26,45.5,14,32,1000000,445,0 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 +0,1,47.112329,1,0,0,1,1,1,0,3,1,1,chronic,1,0,1,2,1,1,1,4,11.5,1,2,0,1,1,24.34,2.780611,8.75,30,15,19,1000000,606,1 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +1,1,24.575342,0,0,0,-1,1,1,1,2,0,1,ALL,0,0,1,3,1,1,2,7,5,0,0,1,1,1,10,2.443228,4.09,25.4,12,14,1000000,1692,0 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +1,1,35.087671,1,1,0,1,-1,1,1,0,0,0,ALL,1,1,1,1,0,0,1,2,12.6,1,2,1,1,1,20.44,5.761517,3.55,51,13,17,1000000,261,1 +0,1,25.284932,0,0,0,1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,4.5,0,0,0,1,1,24.7,5.045842,4.9,19,14,12,1000000,1679,0 +1,1,26.221918,0,1,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,1,0,0,1,2,3.9,0,0,0,0,0,24.09,1.498879,16.07,11.9,11,12,49,306,1 +0,1,22.863014,0,0,0,1,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,17.9,1,2,0,1,?,9.73,2.997231,3.25,42.4,1000000,1000000,1000000,10,1 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +0,1,28.268493,0,0,0,0,1,1,1,?,1,?,chronic,1,0,1,1,0,0,1,2,5.4,0,1,0,1,1,15.51,1.168705,13.27,19.6,16,13,1000000,1138,0 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +1,0,40.969863,1,1,1,-1,-1,1,0,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,0.7,0,0,0,1,1,5.91,1.788507,3.3,6.4,16,88,1000000,1522,0 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +1,0,38.827397,1,1,0,1,-1,1,1,2,0,1,ALL,1,0,1,2,1,1,1,4,7.7,0,1,0,0,1,1.28,6.537721,0.2,19.5,18,91,19,1593,0 +1,1,43.30411,1,1,0,1,1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,14,1,2,0,0,1,9.86,3.465003,2.85,58,17,24,21,1214,0 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +0,1,29.158904,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,0,1,2,15.1,1,2,0,1,1,7.45,4.2187,1.77,60,12,13,1000000,1781,0 +0,1,35.79726,1,1,0,0,-1,1,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.1,0,1,0,1,1,17.3,7.805782,2.22,26.9,14,21,1000000,1754,0 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +1,1,30.854795,0,1,1,1,-1,1,1,1,1,0,ALL,0,0,1,2,1,0,2,4,4.8,0,0,0,1,?,7.87,1.007599,7.81,25,13,23,1000000,41,1 +0,1,29.964384,0,1,0,0,1,1,1,0,0,0,chronic,1,0,1,3,1,0,3,7,6.5,0,1,0,0,1,43.96,6.002989,7.32,16,11,13,24,113,1 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +1,1,55.553425,1,1,0,1,2,1,1,1,1,0,nonmalignant,1,1,0,0,0,?,?,0,9.5,0,1,0,1,1,9.91,0.948135,10.45,37,18,20,1000000,1109,0 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +1,1,37,1,1,0,1,1,1,0,2,0,1,lymphoma,1,1,1,0,0,-1,-1,0,14.1,1,2,0,1,?,10.12,2.734269,3.7,44.3,15,16,1000000,60,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +0,1,39.172603,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,0,0,-1,-1,0,8.4,0,1,1,1,1,5.86,1.849607,3.17,38.3,15,23,1000000,576,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +1,1,33.643836,0,0,0,-1,-1,0,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,17.5,1,2,0,1,1,7.97,1.558548,5.11,65,19,23,1000000,718,0 +1,1,41.627397,1,0,0,-1,-1,1,0,2,0,1,ALL,1,1,1,0,0,-1,-1,0,13.4,1,2,0,1,1,8.98,1.181537,7.6,38.4,16,1000000,1000000,174,1 +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +0,1,35.890411,1,1,0,0,1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,9.7,0,1,1,1,0,10.89,2.241175,4.86,44.3,13,21,1000000,397,1 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+1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +1,1,41.476712,1,0,1,-1,2,1,1,1,1,0,AML,1,1,1,0,0,-1,-1,0,17.8,1,2,1,1,1,6.87,1.214932,5.65,50.8,21,25,1000000,1243,1 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +0,1,40.912329,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,1,0,1,0,1,2,0,0,0,1,0,19.3,1.839537,10.49,12,17,17,1000000,1171,0 +1,1,22.643836,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,12.7,1,2,0,1,1,10.78,3.10536,3.47,54.9,15,27,1000000,224,1 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +0,1,43.745205,1,1,0,0,0,1,0,2,0,1,AML,1,0,1,2,1,1,1,4,3.3,0,0,0,0,1,44,3.597279,12.23,13,11,12,27,2337,0 +1,1,22.493151,0,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,3,2.3,0,0,0,1,1,20.41,1.283387,15.9,12,12,12,1000000,1301,0 +1,1,27.676712,0,1,0,0,0,1,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,11.5,1,2,0,1,0,14.87,2.552321,5.83,33,13,26,1000000,2286,0 +1,1,32.641096,0,0,0,2,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,1,23.54,3.772555,6.24,20.5,15,14,1000000,671,0 +1,1,33.550685,0,0,0,1,1,1,0,3,1,1,lymphoma,1,0,1,1,0,1,0,1,12.1,1,2,1,1,1,9.47,4.420206,2.14,43,12,20,1000000,403,1 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +0,0,35.630137,1,0,0,1,1,1,0,2,0,1,AML,0,0,1,1,0,1,0,1,15.5,1,2,0,1,?,1.9,5.276616,0.36,61.3,18,1000000,1000000,60,1 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +1,0,38.2,1,1,0,0,1,1,1,0,0,0,chronic,1,0,1,1,0,0,1,3,16,1,2,0,0,?,5.25,19.210978,0.27,71,14,30,14,48,1 +0,1,30.2,0,0,0,0,-1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,2.8,0,0,0,1,1,38.32,3.133461,12.23,13,11,11,1000000,2279,0 +1,0,20.358904,0,0,0,0,-1,1,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,9.9,0,1,0,1,?,5.33,0.927108,5.75,29,15,1000000,1000000,60,1 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f3.arff b/datasets/bmt/cv-splits/bone-marrow-train-f3.arff new file mode 100644 index 0000000..5964c62 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f3.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f3' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +0,1,40.536986,1,1,0,0,0,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,2.1,0,0,0,1,1,19.59,5.837647,3.36,15,12,11,1000000,1690,0 +1,0,38.2,1,1,0,0,1,1,1,0,0,0,chronic,1,0,1,1,0,0,1,3,16,1,2,0,0,?,5.25,19.210978,0.27,71,14,30,14,48,1 +1,0,29.161644,0,0,1,1,0,1,1,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,4.5,0,0,0,1,1,6.66,6.739936,0.99,15,12,79,1000000,181,1 +1,1,39.632877,1,0,0,1,1,1,0,0,0,0,nonmalignant,0,0,0,2,1,0,2,5,5,0,0,0,1,1,16.46,1.890822,8.71,19.5,14,12,1000000,1424,0 +1,0,30.024658,0,1,1,1,2,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.5,0,1,0,1,1,8.11,16.32616,0.5,28,16,100,1000000,1627,0 +1,1,35.087671,1,1,0,1,-1,1,1,0,0,0,ALL,1,1,1,1,0,0,1,2,12.6,1,2,1,1,1,20.44,5.761517,3.55,51,13,17,1000000,261,1 +0,1,42.739726,1,1,0,0,1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,0,1,15.47,1.346764,11.49,20.8,16,18,21,1188,0 +1,1,28.723288,0,1,0,1,-1,0,1,1,1,0,chronic,0,0,1,2,1,1,1,4,7.3,0,1,0,1,0,20,2.491794,8.03,25,14,14,1000000,1839,0 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +1,0,39.024658,1,1,1,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,3.1,0,0,0,0,?,6.45,16.186239,0.4,15,13,23,36,96,1 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,1,22.643836,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,12.7,1,2,0,1,1,10.78,3.10536,3.47,54.9,15,27,1000000,224,1 +0,1,26.731507,0,0,0,0,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,11.3,1,2,0,1,1,8.82,1.786075,4.94,46.7,17,22,1000000,1243,0 +0,0,30.972603,0,0,0,2,1,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,11.5,1,2,0,1,1,3.16,12.984467,0.24,36,15,27,1000000,3364,0 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +1,1,27.780822,0,1,0,1,0,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,8,0,1,0,0,0,15.41,8.07777,1.91,24,13,14,54,382,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +1,1,19.446575,0,0,0,0,1,1,1,1,1,0,chronic,1,0,1,0,0,-1,-1,0,15.3,1,2,0,1,1,7.2,1.365785,5.27,51.1,12,15,1000000,1280,0 +1,1,41.476712,1,0,1,-1,2,1,1,1,1,0,AML,1,1,1,0,0,-1,-1,0,17.8,1,2,1,1,1,6.87,1.214932,5.65,50.8,21,25,1000000,1243,1 +1,1,39.641096,1,0,0,-1,1,1,1,2,0,1,nonmalignant,0,0,0,1,0,1,0,3,4.9,0,0,0,1,1,16.02,1.351711,11.85,7.5,11,51,1000000,1346,0 +1,0,41.164384,1,0,0,0,-1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.5,1,2,0,1,1,4.79,12.028841,0.4,30,17,19,1000000,3288,0 +0,1,25.772603,0,0,0,1,1,1,0,?,0,?,AML,0,0,1,0,0,-1,-1,0,18.2,1,2,0,1,1,6.55,3.065758,2.14,54.6,15,32,1000000,494,0 +0,0,29.126027,0,0,0,-1,1,1,1,3,1,1,ALL,1,0,1,1,0,0,1,2,4.2,0,0,1,1,1,4.54,12.272474,0.37,18,15,28,1000000,421,1 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +1,1,22.257534,0,1,0,0,-1,1,1,2,0,1,nonmalignant,1,1,0,0,0,-1,-1,0,4.4,0,0,0,0,1,21.99,1.878043,11.71,16,16,21,18,1308,0 +0,1,31.545205,0,1,0,1,1,1,0,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,27,3.81488,7.08,31,18,14,1000000,2231,0 +1,1,33.643836,0,0,0,-1,-1,0,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,17.5,1,2,0,1,1,7.97,1.558548,5.11,65,19,23,1000000,718,0 +1,1,37,1,1,0,1,1,1,0,2,0,1,lymphoma,1,1,1,0,0,-1,-1,0,14.1,1,2,0,1,?,10.12,2.734269,3.7,44.3,15,16,1000000,60,1 +1,1,33.857534,0,1,0,1,1,1,0,0,0,0,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,0,?,10.75,1.018042,10.56,9.6,17,1000000,19,48,1 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+1,1,29.980822,0,1,0,1,-1,0,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,9.2,0,1,1,1,1,11.34,2.098238,5.4,26,16,17,1000000,200,1 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +1,1,33.120548,0,0,0,0,0,0,0,2,0,1,ALL,0,0,1,2,1,1,1,5,6.9,0,1,0,1,1,16.65,4.011209,4.15,28.5,14,14,1000000,2926,0 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +0,0,30.50411,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,0,0,2.87,13.890231,0.21,23.8,18,27,21,2105,0 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +0,1,39.172603,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,0,0,-1,-1,0,8.4,0,1,1,1,1,5.86,1.849607,3.17,38.3,15,23,1000000,576,1 +1,1,29.306849,0,1,0,1,1,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,14.1,1,2,0,1,0,5.01,2.446267,2.05,49,13,16,1000000,353,1 +1,1,33.052055,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,2.8,0,0,0,0,1,23.21,2.001808,11.59,14.3,14,14,20,1041,0 +1,1,26.663014,0,1,0,0,-1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.1,0,1,1,1,1,14.74,2.449323,6.02,32,13,14,1000000,672,1 +1,1,49.860274,1,0,0,0,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,16.6,1,2,0,1,1,15.28,8.784289,1.74,63,18,24,1000000,111,1 +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +0,1,35.764384,1,1,0,0,1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,1,0,9.38,1.848795,5.07,18.6,17,21,1000000,511,0 +1,0,30.279452,0,0,0,1,0,0,1,2,0,1,chronic,0,0,1,1,0,1,0,1,3.4,0,0,1,1,1,10.96,10.611083,1.03,14.8,15,19,1000000,2932,0 +0,1,37.254795,1,0,0,0,0,1,0,1,1,0,chronic,1,0,1,2,1,2,0,4,17.8,1,2,0,1,?,7,1.483826,4.72,90,12,30,1000000,57,1 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +0,0,39.643836,1,0,0,1,0,1,1,0,0,0,lymphoma,1,0,1,1,0,1,0,1,13.5,1,2,0,1,?,3.65,12.479226,0.29,47,19,27,1000000,66,1 +1,1,39.380822,1,1,0,1,1,1,0,3,1,1,chronic,1,0,1,1,0,1,0,1,1.7,0,0,0,0,1,5.37,2.778202,1.93,10,17,66,18,2293,0 +1,1,47.369863,1,1,1,0,1,?,1,3,1,1,ALL,0,0,1,2,1,1,1,4,11.6,1,2,1,0,1,6.28,1.082899,5.8,33,18,30,34,108,1 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +0,1,35.287671,1,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,12.2,1,2,0,1,1,9.89,2.927597,3.38,30.8,15,18,1000000,1587,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +0,1,28.073973,0,1,0,2,1,1,1,0,0,0,AML,1,0,1,2,1,1,1,4,2.9,0,0,0,0,?,10.38,2.069057,5.02,11.2,13,27,17,31,1 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +1,1,33.550685,0,0,0,1,1,1,0,3,1,1,lymphoma,1,0,1,1,0,1,0,1,12.1,1,2,1,1,1,9.47,4.420206,2.14,43,12,20,1000000,403,1 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +1,0,34.624658,0,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,14.7,1,2,1,1,1,2.88,56.065024,0.05,62,18,51,1000000,996,1 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +0,1,27.347945,0,1,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.4,1,2,0,1,1,7.73,1.635559,4.73,33,16,16,1000000,1895,0 +1,1,24.353425,0,0,0,1,1,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,4.6,0,0,0,1,1,9.81,1.687395,5.81,23,14,19,1000000,531,0 +0,1,40.183562,1,1,0,0,0,1,0,2,0,1,ALL,1,0,1,1,0,1,0,1,18.3,1,2,0,1,?,9.28,?,?,?,13,27,1000000,56,1 +0,0,41.443836,1,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,3.8,0,0,1,1,1,8.58,11.123182,0.77,16.5,16,29,1000000,102,1 +1,1,27.676712,0,1,0,0,0,1,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,11.5,1,2,0,1,0,14.87,2.552321,5.83,33,13,26,1000000,2286,0 +1,0,28.805479,0,1,1,0,1,1,1,2,0,1,chronic,1,0,1,1,0,0,1,2,11.3,1,2,0,0,1,3.35,4.517296,0.74,34.1,17,25,14,1006,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f4.arff b/datasets/bmt/cv-splits/bone-marrow-train-f4.arff new file mode 100644 index 0000000..34eac5d --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f4.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f4' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +1,0,33.791781,0,0,1,-1,1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,11.2,1,2,0,1,1,1.38,?,?,34,22,56,1000000,2699,0 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +0,1,21.405479,0,1,0,0,1,1,1,3,1,1,chronic,0,0,1,1,0,0,1,2,12.7,1,2,0,1,0,7.78,1.744246,4.46,37,15,13,1000000,236,1 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +0,1,30.835616,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,1,0,1,0,1,5,0,0,0,1,0,34.1,?,?,?,9,10,1000000,385,1 +1,1,32.372603,0,1,0,1,2,0,1,0,0,0,AML,1,0,1,2,1,2,0,4,20.2,1,2,1,1,1,9.11,2.687529,3.39,62.5,16,111,1000000,767,0 +1,1,39.983562,1,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,3,1,1,2,7,4.7,0,0,0,0,?,11.27,3.242425,3.48,17,16,1000000,16,35,1 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+0,1,29.158904,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,0,1,2,15.1,1,2,0,1,1,7.45,4.2187,1.77,60,12,13,1000000,1781,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f5.arff b/datasets/bmt/cv-splits/bone-marrow-train-f5.arff new file mode 100644 index 0000000..f34ad25 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f5.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f5' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +0,1,43.375342,1,1,0,0,1,1,1,?,0,?,ALL,0,0,1,0,0,-1,-1,0,0.6,0,0,0,1,1,22.97,1.408646,16.31,6,24,74,1000000,704,0 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +1,1,22.112329,0,0,0,1,-1,0,1,2,0,1,lymphoma,0,0,1,0,0,-1,-1,0,14.6,1,2,0,1,?,7.91,?,?,37.5,1000000,1000000,1000000,26,1 +1,0,39.024658,1,1,1,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,3.1,0,0,0,0,?,6.45,16.186239,0.4,15,13,23,36,96,1 +1,0,30.024658,0,1,1,1,2,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.5,0,1,0,1,1,8.11,16.32616,0.5,28,16,100,1000000,1627,0 +0,1,28.268493,0,0,0,0,1,1,1,?,1,?,chronic,1,0,1,1,0,0,1,2,5.4,0,1,0,1,1,15.51,1.168705,13.27,19.6,16,13,1000000,1138,0 +1,1,51.991781,1,1,1,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,16.7,1,2,0,0,1,4.44,1.851411,2.4,50.6,13,14,33,117,1 +0,1,40.183562,1,1,0,0,0,1,0,2,0,1,ALL,1,0,1,1,0,1,0,1,18.3,1,2,0,1,?,9.28,?,?,?,13,27,1000000,56,1 +1,1,28.723288,0,1,0,1,-1,0,1,1,1,0,chronic,0,0,1,2,1,1,1,4,7.3,0,1,0,1,0,20,2.491794,8.03,25,14,14,1000000,1839,0 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +1,1,34.273973,0,1,1,0,0,1,0,1,1,0,ALL,0,0,1,1,0,1,0,3,13.8,1,2,0,1,1,5.81,0.692898,8.39,48,15,285,1000000,1376,0 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +0,0,25.506849,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,1,0,1,0,1,12.2,1,2,0,1,1,3.53,7.243234,0.49,44.1,18,37,1000000,246,1 +1,1,32.641096,0,0,0,2,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,1,23.54,3.772555,6.24,20.5,15,14,1000000,671,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +1,1,22.493151,0,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,3,2.3,0,0,0,1,1,20.41,1.283387,15.9,12,12,12,1000000,1301,0 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +1,1,30.389041,0,0,0,2,0,0,1,3,1,1,nonmalignant,1,1,0,3,1,1,2,7,3.4,0,0,0,1,1,21.74,2.969988,7.32,10,12,15,1000000,1791,0 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +1,1,29.980822,0,1,0,1,-1,0,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,9.2,0,1,1,1,1,11.34,2.098238,5.4,26,16,17,1000000,200,1 +1,1,33.857534,0,1,0,1,1,1,0,0,0,0,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,0,?,10.75,1.018042,10.56,9.6,17,1000000,19,48,1 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +0,1,25.284932,0,0,0,1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,4.5,0,0,0,1,1,24.7,5.045842,4.9,19,14,12,1000000,1679,0 +1,1,24.575342,0,0,0,-1,1,1,1,2,0,1,ALL,0,0,1,3,1,1,2,7,5,0,0,1,1,1,10,2.443228,4.09,25.4,12,14,1000000,1692,0 +0,0,30.972603,0,0,0,2,1,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,11.5,1,2,0,1,1,3.16,12.984467,0.24,36,15,27,1000000,3364,0 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +0,1,41.542466,1,1,0,2,0,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,13.5,1,2,0,1,1,14.12,11.405197,1.24,58,14,14,1000000,1937,0 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +1,1,40.339726,1,0,1,-1,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.2,0,0,0,1,1,21.59,2.722087,7.93,17.2,15,17,1000000,510,0 +1,0,20.471233,0,1,0,1,-1,1,1,0,0,0,ALL,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,?,2.29,2.335954,0.98,15,17,1000000,1000000,28,1 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,1,46.545205,1,0,1,0,-1,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,6,0,1,0,1,1,17.61,2.818993,6.25,17.3,16,33,1000000,766,0 +0,1,30.287671,0,1,0,0,0,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,8.3,0,1,0,0,1,2.26,5.69203,0.4,38.5,17,21,14,942,0 +0,1,29.731507,0,0,0,0,-1,1,1,1,1,0,chronic,1,0,1,1,0,0,1,2,1.9,0,0,0,1,0,17.66,11.883664,1.49,10.5,12,13,1000000,599,0 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +0,0,39.643836,1,0,0,1,0,1,1,0,0,0,lymphoma,1,0,1,1,0,1,0,1,13.5,1,2,0,1,?,3.65,12.479226,0.29,47,19,27,1000000,66,1 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +0,1,34.167123,0,1,0,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,12.7,1,2,0,1,1,11.45,1.671314,6.85,49,13,14,1000000,1985,0 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +0,0,28.821918,0,0,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,15.1,1,2,0,1,1,1.93,3.280961,0.59,48.8,22,107,1000000,1000,0 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+1,1,35.087671,1,1,0,1,-1,1,1,0,0,0,ALL,1,1,1,1,0,0,1,2,12.6,1,2,1,1,1,20.44,5.761517,3.55,51,13,17,1000000,261,1 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +1,1,26.663014,0,1,0,0,-1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.1,0,1,1,1,1,14.74,2.449323,6.02,32,13,14,1000000,672,1 +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 +1,1,41.627397,1,0,0,-1,-1,1,0,2,0,1,ALL,1,1,1,0,0,-1,-1,0,13.4,1,2,0,1,1,8.98,1.181537,7.6,38.4,16,1000000,1000000,174,1 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 +0,0,41.443836,1,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,3.8,0,0,1,1,1,8.58,11.123182,0.77,16.5,16,29,1000000,102,1 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +1,0,27.391781,0,0,0,2,0,1,1,?,?,1,chronic,1,1,1,0,0,-1,-1,0,8.9,0,1,0,1,1,3.27,8.412758,0.39,40,16,70,1000000,2800,0 +1,1,45.136986,1,1,0,0,-1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,15.5,1,2,0,1,1,1.22,0.843646,1.45,71,14,25,1000000,2461,0 +0,1,30.2,0,0,0,0,-1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,2.8,0,0,0,1,1,38.32,3.133461,12.23,13,11,11,1000000,2279,0 +1,1,39,1,0,0,2,0,1,1,?,?,?,ALL,1,1,1,0,0,-1,-1,0,5.1,0,1,0,1,?,48.63,3.737477,13.01,17.5,10,9,1000000,59,1 +0,1,35.79726,1,1,0,0,-1,1,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.1,0,1,0,1,1,17.3,7.805782,2.22,26.9,14,21,1000000,1754,0 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +1,1,40.317808,1,0,1,0,?,?,?,?,0,?,ALL,1,0,1,0,0,-1,-1,0,17.7,1,2,0,1,0,4.49,4.468419,1,59,18,19,1000000,196,1 +0,1,28.709589,0,0,0,-1,1,1,1,?,1,1,AML,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,1,2.81,0.204132,13.77,15.3,17,189,100,454,0 +0,0,43.065753,1,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,1,1,4.27,99.56097,0.04,17.6,18,24,1000000,2117,0 +0,1,39.627397,1,0,0,-1,1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,17,1,2,0,1,1,12.36,6.258729,1.97,62,17,14,1000000,2761,0 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +0,1,25.772603,0,0,0,1,1,1,0,?,0,?,AML,0,0,1,0,0,-1,-1,0,18.2,1,2,0,1,1,6.55,3.065758,2.14,54.6,15,32,1000000,494,0 +1,0,38.2,1,1,0,0,1,1,1,0,0,0,chronic,1,0,1,1,0,0,1,3,16,1,2,0,0,?,5.25,19.210978,0.27,71,14,30,14,48,1 +0,0,24.284932,0,1,0,0,-1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,1.3,0,0,0,1,1,4.37,4.489022,0.97,10.5,17,21,100,2153,0 +1,1,29.619178,0,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,10,0,2,0,1,1,9.37,2.496128,3.75,55,16,74,1000000,2317,0 +1,1,18.646575,0,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,1,0,1,0,1,9.6,0,1,0,1,1,12.03,3.120205,3.86,36,13,15,1000000,2483,0 +0,1,52.476712,1,0,0,2,1,0,1,1,1,0,chronic,1,0,1,1,0,1,0,1,9.4,0,1,1,1,1,17.59,2.394072,7.35,22.6,13,16,1000000,824,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f6.arff b/datasets/bmt/cv-splits/bone-marrow-train-f6.arff new file mode 100644 index 0000000..1b53e49 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f6.arff @@ -0,0 +1,209 @@ +@relation 'bone-marrow-train-f6' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,35.287671,1,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,12.2,1,2,0,1,1,9.89,2.927597,3.38,30.8,15,18,1000000,1587,0 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +0,1,40.912329,1,1,0,1,1,1,0,3,1,1,ALL,0,0,1,1,0,1,0,1,2,0,0,0,1,0,19.3,1.839537,10.49,12,17,17,1000000,1171,0 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +0,1,29.731507,0,0,0,0,-1,1,1,1,1,0,chronic,1,0,1,1,0,0,1,2,1.9,0,0,0,1,0,17.66,11.883664,1.49,10.5,12,13,1000000,599,0 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +1,1,22.528767,0,1,0,0,1,1,1,0,0,0,chronic,0,0,1,1,0,1,0,1,9,0,1,0,0,1,11.26,3.787339,2.97,25.2,14,14,55,472,0 +1,1,31.526027,0,0,1,0,1,0,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,11.4,1,2,0,1,1,12.94,7.060927,1.83,41.4,12,13,1000000,1327,0 +0,0,28.276712,0,1,0,-1,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,18.2,1,2,0,1,1,1.31,14.642869,0.09,72.5,21,1000000,1000000,202,1 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +1,0,44.413699,1,1,0,-1,1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,15.6,1,2,0,1,1,0.79,6.157698,0.13,68,20,32,1000000,1949,0 +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +0,1,34.167123,0,1,0,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,12.7,1,2,0,1,1,11.45,1.671314,6.85,49,13,14,1000000,1985,0 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 +1,1,42.380822,1,1,0,-1,2,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,1,9.7,0,1,0,1,0,6.34,1.231287,5.15,43.2,15,18,1000000,330,1 +0,1,26.731507,0,0,0,0,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,11.3,1,2,0,1,1,8.82,1.786075,4.94,46.7,17,22,1000000,1243,0 +0,1,30.287671,0,1,0,0,0,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,8.3,0,1,0,0,1,2.26,5.69203,0.4,38.5,17,21,14,942,0 +1,1,40.863014,1,0,0,0,1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,5.1,0,1,0,1,1,15.42,2.734654,5.64,18.1,14,37,1000000,964,0 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +1,1,30.676712,0,1,0,1,1,1,0,0,0,0,AML,1,0,1,0,0,-1,-1,0,17.8,1,2,0,1,1,8.03,2.26309,3.55,55,16,16,1000000,1432,0 +0,1,36.8,1,1,0,1,1,1,0,0,0,0,chronic,1,0,1,2,1,1,1,4,13.4,1,2,0,1,0,14.46,2.242442,6.45,47,11,16,1000000,2503,0 +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +1,0,28.805479,0,1,1,0,1,1,1,2,0,1,chronic,1,0,1,1,0,0,1,2,11.3,1,2,0,0,1,3.35,4.517296,0.74,34.1,17,25,14,1006,0 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+0,1,28.268493,0,0,0,0,1,1,1,?,1,?,chronic,1,0,1,1,0,0,1,2,5.4,0,1,0,1,1,15.51,1.168705,13.27,19.6,16,13,1000000,1138,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +1,1,33.120548,0,0,0,0,0,0,0,2,0,1,ALL,0,0,1,2,1,1,1,5,6.9,0,1,0,1,1,16.65,4.011209,4.15,28.5,14,14,1000000,2926,0 +1,1,21.756164,0,1,0,1,-1,0,1,3,1,1,chronic,1,0,1,1,0,1,0,1,5.5,0,1,1,1,1,11.68,2.014498,5.8,28,22,44,1000000,849,1 +0,1,36.868493,1,1,0,-1,-1,1,0,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,12.1,1,2,0,1,1,12.2,7.369445,1.66,60.4,14,19,1000000,1754,0 +1,1,45.136986,1,1,0,0,-1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,15.5,1,2,0,1,1,1.22,0.843646,1.45,71,14,25,1000000,2461,0 +1,0,30.279452,0,0,0,1,0,0,1,2,0,1,chronic,0,0,1,1,0,1,0,1,3.4,0,0,1,1,1,10.96,10.611083,1.03,14.8,15,19,1000000,2932,0 +1,1,39.983562,1,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,3,1,1,2,7,4.7,0,0,0,0,?,11.27,3.242425,3.48,17,16,1000000,16,35,1 +1,1,39.641096,1,0,0,-1,1,1,1,2,0,1,nonmalignant,0,0,0,1,0,1,0,3,4.9,0,0,0,1,1,16.02,1.351711,11.85,7.5,11,51,1000000,1346,0 +0,0,37.380822,1,1,0,1,0,1,1,0,0,0,AML,1,1,1,2,1,2,0,4,17.8,1,2,0,1,0,10.85,1.070314,10.14,51.3,14,15,1000000,2112,0 +1,1,34.273973,0,1,1,0,0,1,0,1,1,0,ALL,0,0,1,1,0,1,0,3,13.8,1,2,0,1,1,5.81,0.692898,8.39,48,15,285,1000000,1376,0 +1,1,41.476712,1,0,1,-1,2,1,1,1,1,0,AML,1,1,1,0,0,-1,-1,0,17.8,1,2,1,1,1,6.87,1.214932,5.65,50.8,21,25,1000000,1243,1 +1,1,31.745205,0,0,0,1,0,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,17.7,1,2,0,1,1,8.84,1.711795,5.16,64,17,25,1000000,884,0 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,1,51.005479,1,0,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,18.9,1,2,0,1,?,4.77,1.038752,4.59,70,13,1000000,1000000,41,1 +1,0,23.342466,0,1,0,-1,-1,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,4,0,0,1,1,1,4.5,11.078295,0.41,20.6,16,37,1000000,163,1 +1,1,43.30411,1,1,0,1,1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,14,1,2,0,0,1,9.86,3.465003,2.85,58,17,24,21,1214,0 +1,0,42.268493,1,1,1,0,1,1,1,?,0,?,AML,0,0,1,1,0,1,0,1,17.8,1,2,0,1,0,1.91,12.36598,0.15,56.5,16,47,1000000,435,1 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +1,0,33.791781,0,0,1,-1,1,1,1,0,0,0,chronic,0,0,1,0,0,-1,-1,0,11.2,1,2,0,1,1,1.38,?,?,34,22,56,1000000,2699,0 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +0,1,22.89589,0,0,0,1,0,1,1,2,0,1,AML,1,0,1,0,0,-1,-1,0,13.9,1,2,0,1,1,4.64,1.038858,4.47,44.5,12,30,1000000,634,1 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +0,1,28.073973,0,1,0,2,1,1,1,0,0,0,AML,1,0,1,2,1,1,1,4,2.9,0,0,0,0,?,10.38,2.069057,5.02,11.2,13,27,17,31,1 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +1,0,21.263014,0,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,7.4,0,1,0,1,1,3.53,4.184092,0.84,26.5,21,170,1000000,1397,0 +1,0,23.09589,0,0,1,2,1,1,1,?,0,?,chronic,1,0,1,0,0,-1,-1,0,18.3,1,2,1,1,?,1.88,7.910679,0.24,62,23,1000000,1000000,64,1 +0,1,22.408219,0,1,0,0,1,0,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,7.6,0,1,0,0,0,11.65,6.928599,1.68,34,15,1000000,21,161,1 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +1,0,38.827397,1,1,0,1,-1,1,1,2,0,1,ALL,1,0,1,2,1,1,1,4,7.7,0,1,0,0,1,1.28,6.537721,0.2,19.5,18,91,19,1593,0 +0,1,39.627397,1,0,0,-1,1,1,1,2,0,1,AML,1,0,1,2,1,1,1,4,17,1,2,0,1,1,12.36,6.258729,1.97,62,17,14,1000000,2761,0 +1,1,22.493151,0,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,3,2.3,0,0,0,1,1,20.41,1.283387,15.9,12,12,12,1000000,1301,0 +0,1,37.254795,1,0,0,0,0,1,0,1,1,0,chronic,1,0,1,2,1,2,0,4,17.8,1,2,0,1,?,7,1.483826,4.72,90,12,30,1000000,57,1 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +1,1,28.783562,0,1,1,1,0,1,1,2,0,1,nonmalignant,0,0,0,1,0,0,1,3,4.7,0,0,0,1,1,7.69,1.035244,7.43,16.5,16,17,1000000,676,0 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +0,0,41.443836,1,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,3.8,0,0,1,1,1,8.58,11.123182,0.77,16.5,16,29,1000000,102,1 +0,0,29.772603,0,1,0,0,1,1,1,2,0,1,ALL,1,1,1,2,1,2,0,4,8.5,0,1,0,0,0,2.68,3.650173,0.73,30,14,24,15,2354,0 +1,0,26.394521,0,1,0,-1,-1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.6,0,1,1,1,1,7.94,19.01323,0.42,23.4,23,20,1000000,435,1 +0,1,33.915068,0,1,0,1,0,1,1,?,0,?,lymphoma,1,1,1,1,0,1,0,1,9.5,0,1,0,1,0,36.34,7.517388,4.83,23,14,13,1000000,745,1 +1,1,22.257534,0,1,0,0,-1,1,1,2,0,1,nonmalignant,1,1,0,0,0,-1,-1,0,4.4,0,0,0,0,1,21.99,1.878043,11.71,16,16,21,18,1308,0 +0,0,36.789041,1,1,0,0,0,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,16.6,1,2,0,0,?,3.5,7.423372,0.47,58.9,19,1000000,15,42,1 +0,1,41.542466,1,1,0,2,0,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,13.5,1,2,0,1,1,14.12,11.405197,1.24,58,14,14,1000000,1937,0 +1,0,43.715068,1,0,0,0,-1,0,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,14,1,2,0,1,0,1.99,6.750632,0.29,52,18,119,1000000,1838,0 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +1,1,28.723288,0,1,0,1,-1,0,1,1,1,0,chronic,0,0,1,2,1,1,1,4,7.3,0,1,0,1,0,20,2.491794,8.03,25,14,14,1000000,1839,0 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +1,1,40.339726,1,0,1,-1,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.2,0,0,0,1,1,21.59,2.722087,7.93,17.2,15,17,1000000,510,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f7.arff b/datasets/bmt/cv-splits/bone-marrow-train-f7.arff new file mode 100644 index 0000000..77d70e5 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f7.arff @@ -0,0 +1,210 @@ +@relation 'bone-marrow-train-f7' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,25.772603,0,0,0,1,1,1,0,?,0,?,AML,0,0,1,0,0,-1,-1,0,18.2,1,2,0,1,1,6.55,3.065758,2.14,54.6,15,32,1000000,494,0 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +0,1,24.731507,0,1,0,1,-1,1,1,?,0,?,ALL,0,0,1,1,0,1,0,1,8.6,0,1,0,1,1,9.78,2.380569,4.11,20,14,18,1000000,676,0 +1,0,21.263014,0,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,7.4,0,1,0,1,1,3.53,4.184092,0.84,26.5,21,170,1000000,1397,0 +1,1,44.380822,1,0,0,0,1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,4.1,0,0,0,1,1,31.57,4.824785,6.54,15.3,12,72,1000000,2118,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +0,1,38.761644,1,1,0,0,0,1,0,0,0,0,ALL,0,0,1,0,0,-1,-1,0,13.4,1,2,0,1,1,10.3,6.022997,1.71,76,12,14,1000000,150,1 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +1,1,40.391781,1,0,1,0,1,1,1,3,1,1,chronic,1,0,1,1,0,1,0,1,13.7,1,2,0,1,1,2.25,0.455355,4.94,35.5,17,29,1000000,754,0 +1,1,22.493151,0,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,3,2.3,0,0,0,1,1,20.41,1.283387,15.9,12,12,12,1000000,1301,0 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +1,1,28.723288,0,1,0,1,-1,0,1,1,1,0,chronic,0,0,1,2,1,1,1,4,7.3,0,1,0,1,0,20,2.491794,8.03,25,14,14,1000000,1839,0 +1,1,22.430137,0,1,0,0,-1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,16,1,2,0,1,1,14.66,2.118673,6.92,44.5,11,17,1000000,1025,0 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +1,1,22.830137,0,1,0,1,1,1,0,3,1,1,ALL,1,0,1,0,0,-1,-1,0,9.6,0,1,0,0,1,7.2,1.33876,5.38,35,19,51,32,999,0 +1,1,26.221918,0,1,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,1,0,0,1,2,3.9,0,0,0,0,0,24.09,1.498879,16.07,11.9,11,12,49,306,1 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +0,0,30.972603,0,0,0,2,1,1,1,2,0,1,chronic,0,0,1,0,0,-1,-1,0,11.5,1,2,0,1,1,3.16,12.984467,0.24,36,15,27,1000000,3364,0 +0,1,27.347945,0,1,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.4,1,2,0,1,1,7.73,1.635559,4.73,33,16,16,1000000,1895,0 +1,1,19.446575,0,0,0,0,1,1,1,1,1,0,chronic,1,0,1,0,0,-1,-1,0,15.3,1,2,0,1,1,7.2,1.365785,5.27,51.1,12,15,1000000,1280,0 +0,1,43.126027,1,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,5.2,0,1,0,1,1,6.78,0.799458,8.48,20.9,16,21,1000000,1385,0 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +1,1,40.947945,1,0,1,1,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,16.1,1,2,0,1,1,11.283,4.094514,2.76,57,15,21,1000000,2208,0 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +1,1,40.317808,1,0,1,0,?,?,?,?,0,?,ALL,1,0,1,0,0,-1,-1,0,17.7,1,2,0,1,0,4.49,4.468419,1,59,18,19,1000000,196,1 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 +1,1,49.205479,1,1,1,0,1,1,1,0,0,0,chronic,1,0,1,2,1,2,0,4,5.7,0,1,0,0,0,6.9,1.38917,4.97,23,15,13,26,191,1 +0,1,22.863014,0,0,0,1,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,17.9,1,2,0,1,?,9.73,2.997231,3.25,42.4,1000000,1000000,1000000,10,1 +0,0,43.065753,1,0,0,-1,0,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,6.7,0,1,0,1,1,4.27,99.56097,0.04,17.6,18,24,1000000,2117,0 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +0,1,40.052055,1,0,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.9,0,0,1,1,1,16,1.589775,10.06,14.1,12,13,1000000,1018,1 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +0,0,37.380822,1,1,0,1,0,1,1,0,0,0,AML,1,1,1,2,1,2,0,4,17.8,1,2,0,1,0,10.85,1.070314,10.14,51.3,14,15,1000000,2112,0 +1,1,40.339726,1,0,1,-1,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,3.2,0,0,0,1,1,21.59,2.722087,7.93,17.2,15,17,1000000,510,0 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 +1,1,33.052055,0,1,0,1,0,1,1,2,0,1,chronic,1,0,1,0,0,-1,-1,0,2.8,0,0,0,0,1,23.21,2.001808,11.59,14.3,14,14,20,1041,0 +1,1,29.306849,0,1,0,1,1,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,14.1,1,2,0,1,0,5.01,2.446267,2.05,49,13,16,1000000,353,1 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+1,1,40.419178,1,1,0,1,1,0,0,3,1,1,chronic,0,0,1,1,0,1,0,1,3,0,0,0,0,1,39.07,6.081859,6.42,13,11,12,51,1741,0 +0,1,40.386301,1,1,0,0,-1,0,1,0,0,0,nonmalignant,0,0,0,1,0,1,0,1,8.2,0,1,0,1,1,17.45,3.430293,5.09,24.5,20,15,1000000,1195,0 +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +1,1,33.857534,0,1,0,1,1,1,0,0,0,0,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,0,?,10.75,1.018042,10.56,9.6,17,1000000,19,48,1 +0,1,22.408219,0,1,0,0,1,0,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,7.6,0,1,0,0,0,11.65,6.928599,1.68,34,15,1000000,21,161,1 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +0,0,55.40274,1,0,0,0,-1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,18.4,1,2,0,1,?,1.85,14.130301,0.13,47,18,30,1000000,19,1 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+1,0,20.358904,0,0,0,0,-1,1,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,9.9,0,1,0,1,?,5.33,0.927108,5.75,29,15,1000000,1000000,60,1 +1,1,30.156164,0,1,0,1,1,1,0,0,0,0,lymphoma,0,0,1,0,0,-1,-1,0,7.2,0,1,1,1,?,17.12,2.337369,7.32,24.3,16,21,1000000,67,1 +1,1,21.128767,0,1,1,0,0,1,0,0,0,0,ALL,1,0,1,0,0,-1,-1,0,14,1,2,0,1,1,5.08,0.709805,7.16,54.1,15,17,1000000,1257,0 +0,0,36.789041,1,1,0,0,0,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,16.6,1,2,0,0,?,3.5,7.423372,0.47,58.9,19,1000000,15,42,1 +1,0,29.161644,0,0,1,1,0,1,1,0,0,0,nonmalignant,1,1,0,0,0,-1,-1,0,4.5,0,0,0,1,1,6.66,6.739936,0.99,15,12,79,1000000,181,1 +0,1,30.594521,0,1,0,0,1,1,1,2,0,1,chronic,0,0,1,2,1,2,0,4,16.5,1,2,0,0,1,6.36,2.59522,2.45,55.2,12,21,11,68,1 +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +0,1,21.405479,0,1,0,0,1,1,1,3,1,1,chronic,0,0,1,1,0,0,1,2,12.7,1,2,0,1,0,7.78,1.744246,4.46,37,15,13,1000000,236,1 +1,1,51.991781,1,1,1,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,16.7,1,2,0,0,1,4.44,1.851411,2.4,50.6,13,14,33,117,1 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +1,1,35.430137,1,1,1,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,13.5,1,2,0,0,?,8.63,1.2068,7.15,65,14,18,14,90,1 +0,1,33.915068,0,1,0,1,0,1,1,?,0,?,lymphoma,1,1,1,1,0,1,0,1,9.5,0,1,0,1,0,36.34,7.517388,4.83,23,14,13,1000000,745,1 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f8.arff b/datasets/bmt/cv-splits/bone-marrow-train-f8.arff new file mode 100644 index 0000000..259f266 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f8.arff @@ -0,0 +1,210 @@ +@relation 'bone-marrow-train-f8' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,1,21.405479,0,1,0,0,1,1,1,3,1,1,chronic,0,0,1,1,0,0,1,2,12.7,1,2,0,1,0,7.78,1.744246,4.46,37,15,13,1000000,236,1 +1,1,33.550685,0,0,0,1,1,1,0,3,1,1,lymphoma,1,0,1,1,0,1,0,1,12.1,1,2,1,1,1,9.47,4.420206,2.14,43,12,20,1000000,403,1 +1,1,30.389041,0,0,0,2,0,0,1,3,1,1,nonmalignant,1,1,0,3,1,1,2,7,3.4,0,0,0,1,1,21.74,2.969988,7.32,10,12,15,1000000,1791,0 +0,1,28.709589,0,0,0,-1,1,1,1,?,1,1,AML,0,0,1,0,0,-1,-1,0,3.1,0,0,0,1,1,2.81,0.204132,13.77,15.3,17,189,100,454,0 +1,1,37.060274,1,1,0,1,1,0,0,2,0,1,AML,1,0,1,1,0,0,1,2,8.8,0,1,0,1,1,14.43,2.205359,6.54,24,12,19,1000000,1873,0 +0,1,35.764384,1,1,0,0,1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.7,0,1,0,1,0,9.38,1.848795,5.07,18.6,17,21,1000000,511,0 +0,1,43.126027,1,0,0,0,-1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,5.2,0,1,0,1,1,6.78,0.799458,8.48,20.9,16,21,1000000,1385,0 +1,0,42.268493,1,1,1,0,1,1,1,?,0,?,AML,0,0,1,1,0,1,0,1,17.8,1,2,0,1,0,1.91,12.36598,0.15,56.5,16,47,1000000,435,1 +1,1,40.419178,1,1,0,1,1,0,0,3,1,1,chronic,0,0,1,1,0,1,0,1,3,0,0,0,0,1,39.07,6.081859,6.42,13,11,12,51,1741,0 +1,1,46.545205,1,0,1,0,-1,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,6,0,1,0,1,1,17.61,2.818993,6.25,17.3,16,33,1000000,766,0 +0,0,29.126027,0,0,0,-1,1,1,1,3,1,1,ALL,1,0,1,1,0,0,1,2,4.2,0,0,1,1,1,4.54,12.272474,0.37,18,15,28,1000000,421,1 +0,0,39.643836,1,0,0,1,0,1,1,0,0,0,lymphoma,1,0,1,1,0,1,0,1,13.5,1,2,0,1,?,3.65,12.479226,0.29,47,19,27,1000000,66,1 +1,1,32.372603,0,1,0,1,2,0,1,0,0,0,AML,1,0,1,2,1,2,0,4,20.2,1,2,1,1,1,9.11,2.687529,3.39,62.5,16,111,1000000,767,0 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 +0,1,34.169863,0,1,0,1,2,0,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,6.5,0,1,0,1,1,16.2,1.876834,8.63,23,21,37,1000000,2036,0 +1,1,22.112329,0,0,0,1,-1,0,1,2,0,1,lymphoma,0,0,1,0,0,-1,-1,0,14.6,1,2,0,1,?,7.91,?,?,37.5,1000000,1000000,1000000,26,1 +0,1,47.112329,1,0,0,1,1,1,0,3,1,1,chronic,1,0,1,2,1,1,1,4,11.5,1,2,0,1,1,24.34,2.780611,8.75,30,15,19,1000000,606,1 +1,1,29.980822,0,1,0,1,-1,0,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,9.2,0,1,1,1,1,11.34,2.098238,5.4,26,16,17,1000000,200,1 +1,1,20.605479,0,0,1,2,0,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,8.5,0,1,0,1,1,12.95,1.672532,7.74,26.8,13,11,1000000,914,0 +0,1,36.8,1,1,0,1,1,1,0,0,0,0,chronic,1,0,1,2,1,1,1,4,13.4,1,2,0,1,0,14.46,2.242442,6.45,47,11,16,1000000,2503,0 +0,1,37.254795,1,0,0,0,0,1,0,1,1,0,chronic,1,0,1,2,1,2,0,4,17.8,1,2,0,1,?,7,1.483826,4.72,90,12,30,1000000,57,1 +1,1,30.854795,0,1,1,1,-1,1,1,1,1,0,ALL,0,0,1,2,1,0,2,4,4.8,0,0,0,1,?,7.87,1.007599,7.81,25,13,23,1000000,41,1 +0,1,41.873973,1,1,0,1,1,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,6.1,0,1,0,0,1,17.02,7.305471,2.33,19,13,11,99,130,1 +1,1,44.380822,1,0,0,0,1,1,1,0,0,0,AML,0,0,1,0,0,-1,-1,0,4.1,0,0,0,1,1,31.57,4.824785,6.54,15.3,12,72,1000000,2118,0 +1,1,19.506849,0,1,0,1,1,1,0,2,0,1,AML,1,1,1,1,0,0,1,3,12.9,1,2,1,1,1,4.22,2.965539,1.42,40.3,17,20,1000000,413,1 +1,1,36.435616,1,0,0,0,2,0,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,20.1,1,2,0,1,0,10.14,5.164562,1.96,54.5,17,24,1000000,290,1 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +0,1,35.443836,1,1,0,1,2,1,1,1,1,0,ALL,1,0,1,1,0,1,0,1,3.6,0,0,1,1,1,32.73,4.061324,8.06,17,14,16,1000000,147,1 +1,1,43.30411,1,1,0,1,1,1,0,2,0,1,ALL,0,0,1,0,0,-1,-1,0,14,1,2,0,0,1,9.86,3.465003,2.85,58,17,24,21,1214,0 +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +1,1,31.194521,0,0,0,2,0,1,1,3,1,1,nonmalignant,0,0,0,2,1,1,1,4,1.8,0,0,0,1,1,57.78,11.017048,5.24,8.15,13,10,1000000,1958,0 +1,1,37.632877,1,0,0,0,1,1,1,3,1,1,AML,1,0,1,0,0,-1,-1,0,8.8,0,1,0,1,?,12.58,2.426122,5.19,33,1000000,1000000,1000000,6,1 +0,1,40.536986,1,1,0,0,0,1,0,2,0,1,AML,0,0,1,0,0,-1,-1,0,2.1,0,0,0,1,1,19.59,5.837647,3.36,15,12,11,1000000,1690,0 +0,1,35.287671,1,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,12.2,1,2,0,1,1,9.89,2.927597,3.38,30.8,15,18,1000000,1587,0 +1,1,37,1,1,0,1,1,1,0,2,0,1,lymphoma,1,1,1,0,0,-1,-1,0,14.1,1,2,0,1,?,10.12,2.734269,3.7,44.3,15,16,1000000,60,1 +0,1,26.731507,0,0,0,0,1,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,11.3,1,2,0,1,1,8.82,1.786075,4.94,46.7,17,22,1000000,1243,0 +0,1,34.520548,0,1,0,0,1,0,1,?,0,?,AML,0,0,1,0,0,-1,-1,0,14.4,1,2,0,0,?,17.78,2.406248,7.39,51,17,29,18,41,1 +1,1,41.627397,1,0,0,-1,-1,1,0,2,0,1,ALL,1,1,1,0,0,-1,-1,0,13.4,1,2,0,1,1,8.98,1.181537,7.6,38.4,16,1000000,1000000,174,1 +1,0,38.827397,1,1,0,1,-1,1,1,2,0,1,ALL,1,0,1,2,1,1,1,4,7.7,0,1,0,0,1,1.28,6.537721,0.2,19.5,18,91,19,1593,0 +1,1,23.446575,0,0,0,-1,0,1,1,2,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,10.9,1,2,0,1,1,12.58,3.49847,3.6,49.6,17,16,1000000,1084,0 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+0,1,22.863014,0,0,0,1,0,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,17.9,1,2,0,1,?,9.73,2.997231,3.25,42.4,1000000,1000000,1000000,10,1 +0,1,34.005479,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,2,1,1,1,4,9,0,1,0,1,1,8.34,2.703806,3.08,33,18,46,1000000,182,1 +1,0,30.024658,0,1,1,1,2,0,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.5,0,1,0,1,1,8.11,16.32616,0.5,28,16,100,1000000,1627,0 +1,1,19.446575,0,0,0,0,1,1,1,1,1,0,chronic,1,0,1,0,0,-1,-1,0,15.3,1,2,0,1,1,7.2,1.365785,5.27,51.1,12,15,1000000,1280,0 +1,1,24.780822,0,0,0,1,-1,1,1,3,1,1,nonmalignant,0,0,0,1,0,1,0,3,10.9,1,2,0,1,1,20.45,5.781319,3.54,39.3,11,13,1000000,149,1 +1,1,24.367123,0,1,0,1,0,1,1,3,1,1,chronic,1,0,1,1,0,1,0,3,2.3,0,0,0,0,1,9.17,1.025586,8.94,14,17,1000000,62,137,1 +1,0,44.413699,1,1,0,-1,1,1,1,1,1,0,ALL,0,0,1,1,0,1,0,1,15.6,1,2,0,1,1,0.79,6.157698,0.13,68,20,32,1000000,1949,0 +1,1,26.663014,0,1,0,0,-1,1,1,0,0,0,ALL,0,0,1,1,0,1,0,1,7.1,0,1,1,1,1,14.74,2.449323,6.02,32,13,14,1000000,672,1 +1,1,23.578082,0,1,0,-1,-1,1,1,1,1,0,ALL,0,0,1,0,0,-1,-1,0,6.4,0,1,0,1,1,12.17,1.854875,6.56,18.3,15,20,1000000,433,0 +1,1,24.353425,0,0,0,1,1,1,0,1,1,0,ALL,0,0,1,0,0,-1,-1,0,4.6,0,0,0,1,1,9.81,1.687395,5.81,23,14,19,1000000,531,0 +1,1,40.317808,1,0,1,0,?,?,?,?,0,?,ALL,1,0,1,0,0,-1,-1,0,17.7,1,2,0,1,0,4.49,4.468419,1,59,18,19,1000000,196,1 +0,0,55.40274,1,0,0,0,-1,1,1,3,1,1,AML,1,1,1,0,0,-1,-1,0,18.4,1,2,0,1,?,1.85,14.130301,0.13,47,18,30,1000000,19,1 +1,1,24.476712,0,1,0,0,1,1,1,2,0,1,AML,1,1,1,1,0,0,1,2,14.8,1,2,0,1,1,8.91,1.865411,4.78,49,14,17,1000000,1728,0 +1,1,25.715068,0,1,0,0,0,1,0,0,0,0,chronic,0,0,1,0,0,-1,-1,0,17.3,1,2,0,0,0,7.1,2.498917,2.84,73,12,20,58,534,1 +0,1,30.835616,0,1,0,0,0,1,0,0,0,0,ALL,0,0,1,1,0,1,0,1,5,0,0,0,1,0,34.1,?,?,?,9,10,1000000,385,1 +0,0,37.380822,1,1,0,1,0,1,1,0,0,0,AML,1,1,1,2,1,2,0,4,17.8,1,2,0,1,0,10.85,1.070314,10.14,51.3,14,15,1000000,2112,0 +1,0,43.715068,1,0,0,0,-1,0,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,14,1,2,0,1,0,1.99,6.750632,0.29,52,18,119,1000000,1838,0 +0,1,36.690411,1,1,0,1,-1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,3.4,0,0,0,1,1,7.47,0.843967,8.85,24,15,247,1000000,2373,0 +1,1,39.249315,1,1,0,0,1,1,1,2,0,1,nonmalignant,0,0,0,0,0,-1,-1,0,5.6,0,1,0,1,?,18.59,2.929081,6.35,24.3,13,12,1000000,28,1 +1,1,39.380822,1,1,0,1,1,1,0,3,1,1,chronic,1,0,1,1,0,1,0,1,1.7,0,0,0,0,1,5.37,2.778202,1.93,10,17,66,18,2293,0 +1,1,29.928767,0,1,1,1,0,0,1,0,0,0,AML,0,0,1,2,1,1,1,5,11.2,1,2,0,1,1,15.12,2.929514,5.16,30.5,13,16,1000000,458,0 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +1,1,37.575342,1,1,0,1,1,0,0,3,1,1,lymphoma,1,1,1,0,0,-1,-1,0,12.9,1,2,1,0,1,11.08,2.52275,4.39,44,15,22,16,385,1 +1,1,47.369863,1,1,1,0,1,?,1,3,1,1,ALL,0,0,1,2,1,1,1,4,11.6,1,2,1,0,1,6.28,1.082899,5.8,33,18,30,34,108,1 +1,1,30.676712,0,1,0,1,1,1,0,0,0,0,AML,1,0,1,0,0,-1,-1,0,17.8,1,2,0,1,1,8.03,2.26309,3.55,55,16,16,1000000,1432,0 +1,0,21.435616,0,1,0,0,1,1,1,1,1,0,nonmalignant,0,0,0,3,1,1,2,7,18.2,1,2,0,0,?,6.41,?,?,56,22,58,22,45,1 +0,1,21.4,0,0,0,1,0,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,13.3,1,2,0,1,1,8.73,2.215047,3.94,43.5,12,15,1000000,452,0 +0,1,20.961644,0,0,0,1,1,0,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,1.6,0,0,0,1,0,9.97,1.841206,5.41,11.25,13,112,1000000,321,1 +1,1,46.00274,1,0,0,-1,0,1,1,?,1,?,lymphoma,1,0,1,2,1,2,0,4,18.8,1,2,0,1,?,1.64,9.456741,0.17,103.4,1000000,1000000,1000000,15,1 +0,0,39.684932,1,1,0,1,2,1,1,1,1,0,AML,0,0,1,0,0,-1,-1,0,18.1,1,2,0,0,?,4.25,29.481647,0.14,50,23,29,19,53,1 +0,0,45.915068,1,0,0,0,1,1,1,2,0,1,ALL,0,0,1,1,0,1,0,1,14.2,1,2,0,1,?,2.34,47.869839,0.05,61,16,22,1000000,55,1 +0,1,43.517808,1,0,0,0,-1,1,1,2,0,1,chronic,1,0,1,1,0,1,0,1,2.2,0,0,1,1,1,22.02,2.733138,8.06,10.5,16,16,1000000,149,1 +1,1,26.221918,0,1,0,1,1,1,0,2,0,1,nonmalignant,0,0,0,1,0,0,1,2,3.9,0,0,0,0,0,24.09,1.498879,16.07,11.9,11,12,49,306,1 +0,1,34.167123,0,1,0,0,-1,1,1,2,0,1,ALL,0,0,1,1,0,0,1,2,12.7,1,2,0,1,1,11.45,1.671314,6.85,49,13,14,1000000,1985,0 +1,1,25.210959,0,1,1,0,1,1,1,2,0,1,ALL,0,0,1,0,0,-1,-1,0,1.7,0,0,0,0,1,12.09,1.833687,6.59,11.2,15,32,11,580,0 +0,1,19.663014,0,1,0,0,2,1,1,3,1,1,chronic,0,0,1,0,0,-1,-1,0,13,1,2,0,1,0,6.62,2.40947,2.75,43,16,21,1000000,1895,0 +1,1,39.641096,1,0,0,-1,1,1,1,2,0,1,nonmalignant,0,0,0,1,0,1,0,3,4.9,0,0,0,1,1,16.02,1.351711,11.85,7.5,11,51,1000000,1346,0 +1,1,35.627397,1,1,0,1,0,0,1,0,0,0,chronic,0,0,1,1,0,0,1,2,17.4,1,2,0,0,1,12.04,3.774746,3.19,65,16,24,42,2525,0 +1,1,27.676712,0,1,0,0,0,1,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,11.5,1,2,0,1,0,14.87,2.552321,5.83,33,13,26,1000000,2286,0 +1,1,20.394521,0,1,1,-1,1,1,1,2,0,1,ALL,1,0,1,1,0,1,0,3,6.8,0,1,0,0,0,9.72,1.543305,6.3,23,12,18,10,214,1 +1,1,42.416438,1,1,1,0,2,1,1,0,0,0,nonmalignant,0,0,0,0,0,-1,-1,0,4.3,0,0,0,1,1,36.65,1.830242,20.02,14,18,20,1000000,1185,0 diff --git a/datasets/bmt/cv-splits/bone-marrow-train-f9.arff b/datasets/bmt/cv-splits/bone-marrow-train-f9.arff new file mode 100644 index 0000000..8f5e5a6 --- /dev/null +++ b/datasets/bmt/cv-splits/bone-marrow-train-f9.arff @@ -0,0 +1,210 @@ +@relation 'bone-marrow-train-f9' + +@attribute Recipientgender {1,0} +@attribute Stemcellsource {1,0} +@attribute Donorage numeric +@attribute Donorage35 {0,1} +@attribute IIIV {1,0} +@attribute Gendermatch {0,1} +@attribute DonorABO {1,-1,2,0} +@attribute RecipientABO {1,-1,2,0} +@attribute RecipientRh {1,0} +@attribute ABOmatch {0,1} +@attribute CMVstatus {3,0,2,1} +@attribute DonorCMV {1,0} +@attribute RecipientCMV {1,0} +@attribute Disease {ALL,AML,chronic,nonmalignant,lymphoma} +@attribute Riskgroup {1,0} +@attribute Txpostrelapse {0,1} +@attribute Diseasegroup {1,0} +@attribute HLAmatch {0,1,3,2} +@attribute HLAmismatch {0,1} +@attribute Antigen {-1,1,0,2} +@attribute Alel {-1,0,2,1,3} +@attribute HLAgrI {0,1,7,3,2,4,5} +@attribute Recipientage numeric +@attribute Recipientage10 {0,1} +@attribute Recipientageint {0,1,2} +@attribute Relapse {0,1} +@attribute aGvHDIIIIV {0,1} +@attribute extcGvHD {1,0} +@attribute CD34kgx10d6 numeric +@attribute CD3dCD34 numeric +@attribute CD3dkgx10d8 numeric +@attribute Rbodymass numeric +@attribute ANCrecovery numeric +@attribute PLTrecovery numeric +@attribute time_to_aGvHD_III_IV numeric +@attribute survival_time numeric +@attribute survival_status numeric + +@data +0,0,37.287671,1,0,0,-1,0,1,1,3,1,1,nonmalignant,0,0,0,0,0,-1,-1,0,7.9,0,1,0,1,?,1.7,12.958576,0.13,37,1000000,1000000,1000000,11,1 +1,1,30.421918,0,1,1,0,2,0,1,2,0,1,ALL,0,0,1,1,0,1,0,1,8.5,0,1,1,0,1,12.52,1.350554,9.27,24,14,33,18,1074,0 +0,1,40.821918,1,1,0,2,0,1,1,1,1,0,chronic,0,0,1,0,0,-1,-1,0,4.7,0,0,0,1,1,20.72,3.676416,5.64,20.5,13,23,1000000,1615,0 +0,1,33.358904,0,0,0,1,2,0,1,0,0,1,chronic,1,0,1,1,0,1,0,1,1.3,0,0,0,1,1,51.85,3.972255,13.05,9,14,14,1000000,2043,0 +1,0,20.358904,0,0,0,0,-1,1,1,?,1,?,nonmalignant,0,0,0,0,0,-1,-1,0,9.9,0,1,0,1,?,5.33,0.927108,5.75,29,15,1000000,1000000,60,1 +1,1,27.676712,0,1,0,0,0,1,0,1,1,0,AML,1,1,1,0,0,-1,-1,0,11.5,1,2,0,1,0,14.87,2.552321,5.83,33,13,26,1000000,2286,0 +1,1,22.257534,0,1,0,0,-1,1,1,2,0,1,nonmalignant,1,1,0,0,0,-1,-1,0,4.4,0,0,0,0,1,21.99,1.878043,11.71,16,16,21,18,1308,0 +0,1,35.287671,1,1,0,1,-1,1,1,3,1,1,ALL,0,0,1,0,0,-1,-1,0,12.2,1,2,0,1,1,9.89,2.927597,3.38,30.8,15,18,1000000,1587,0 +1,1,46.00274,1,0,0,-1,0,1,1,?,1,?,lymphoma,1,0,1,2,1,2,0,4,18.8,1,2,0,1,?,1.64,9.456741,0.17,103.4,1000000,1000000,1000000,15,1 +0,1,24.180822,0,0,0,2,-1,1,1,2,0,1,AML,0,0,1,0,0,-1,-1,0,12.5,1,2,0,1,1,3.28,0.309048,10.61,35.9,15,24,1000000,1297,0 +1,1,42.049315,1,0,1,1,0,1,1,0,0,0,AML,1,1,1,2,1,1,1,5,18.7,1,2,1,1,1,5.37,1.6173,3.32,52.7,10,42,1000000,274,1 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--- /dev/null +++ b/datasets/methane/methane-test.arff @@ -0,0 +1,5740 @@ +@RELATION Methane + +@ATTRIBUTE 'MM31' real +@ATTRIBUTE 'MM116' real +@ATTRIBUTE 'AS038' real +@ATTRIBUTE 'PG072' real +@ATTRIBUTE 'PD' real +@ATTRIBUTE 'BA13' real +@ATTRIBUTE 'DMM116' real +@ATTRIBUTE 'MM116_pred' real + +@DATA +0.6,1.2,2.2,1.8,0.0,1077.0,0.0,1.2 +0.56,1.2,2.2,1.8,0.0,1077.0,0.0,1.1 +0.55,1.1,2.2,1.7,0.0,1077.0,-0.1,1.1 +0.53,1.1,2.2,1.7,0.0,1077.0,0.0,1.0 +0.52,1.0,2.3,1.9,0.0,1077.0,-0.1,1.0 +0.5,1.0,2.3,1.9,0.0,1077.0,0.0,1.0 +0.5,1.0,2.1,1.7,0.0,1077.0,0.0,1.0 +0.48,1.0,2.1,1.7,0.0,1077.0,0.0,1.0 +0.47,1.0,2.2,1.8,0.0,1077.0,0.0,1.0 +0.47,1.0,2.2,1.8,0.0,1077.0,0.0,1.0 +0.46,1.0,2.2,1.8,0.0,1077.0,0.0,1.0 +0.46,1.0,2.2,1.8,0.0,1077.0,0.0,1.0 +0.47,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 +0.47,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 +0.47,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 +0.47,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 +0.45,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 +0.46,1.0,2.3,1.8,0.0,1077.0,0.0,1.0 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======================================================================================================== +% Methane dataset +% ======================================================================================================== +% The data describe the problem of methane concentration forecasting (i.e. the task is to +% predict the maximal value of methane concentration registered by MM116 sensor for next 3 minutes). +% Data come from a longwall located in a Polish coal mine. +% +%Source: +% +%Provide the names, email addresses, institutions, and other contact information of the donors and creators of the data set. +% +%Marek Sikora^{1,2} (marek.sikora '@' polsl.pl), Lukasz Wrobel^{1} (lukasz.wrobel '@' polsl.pl), Adam Gudys^{1} (adam.gudys '@' polsl.pl) +%(1) Institute of Computer Science, Silesian University of Technology, 44-100 Gliwice, Poland +%(2) Institute of Innovative Technologies EMAG, 40-189 Katowice, Poland +% +% +%Data Set Information: +% +%The set contains 13 368 train and 5 728 test instances characterized by 7 attributes. +%The meaning of the following features is as follows: +%- methane concentration registered by MM116 sensor ([%],) +%- methane concentration registered by M31 sensor ([%]), +%- air velocity measured by AS038 sensor (AS038 [m/s]), +%- airflow (PG072 [m/s]), +%- atmospheric pressure (BA13 [hPa]), +%- PD feature contains information about production process (if PD=1 then production is carried out) +%The location of sensors is depicted in the attached figure (fig.pdf). +%The attributes store averaged measurements from 30-second periods. +%The MM116PRed feature is the dependent one. Teh feature stores the information about the maximal value of methane concentration registered +%by MM116 for next 3 minutes. +% +% +@RELATION Methane + +@ATTRIBUTE 'MM31' real +@ATTRIBUTE 'MM116' real +@ATTRIBUTE 'AS038' real +@ATTRIBUTE 'PG072' real +@ATTRIBUTE 'PD' real +@ATTRIBUTE 'BA13' real +@ATTRIBUTE 'DMM116' real +@ATTRIBUTE 'MM116_pred' real + +@DATA +0.46,1.3,2.4,2.0,1.0,1076.0,0.0,1.3 +0.46,1.3,2.2,1.9,1.0,1076.0,0.0,1.3 +0.49,1.3,2.2,1.9,1.0,1076.0,0.0,1.3 +0.5,1.3,2.3,1.9,1.0,1076.0,0.0,1.3 +0.54,1.3,2.3,1.9,1.0,1076.0,0.0,1.3 +0.5,1.3,2.4,1.9,1.0,1076.0,0.0,1.3 +0.51,1.3,2.4,1.9,1.0,1076.0,0.0,1.3 +0.59,1.3,2.4,1.7,1.0,1076.0,0.0,1.4 +0.53,1.3,2.4,1.7,1.0,1076.0,0.0,1.4 +0.49,1.3,2.4,2.0,1.0,1076.0,0.0,1.4 +0.52,1.3,2.4,2.0,1.0,1076.0,0.0,1.4 +0.52,1.3,2.4,1.8,1.0,1076.0,0.0,1.4 +0.55,1.3,2.4,1.8,1.0,1076.0,0.0,1.4 +0.57,1.4,2.3,1.9,1.0,1076.0,0.1,1.4 +0.59,1.4,2.3,1.9,1.0,1076.0,0.0,1.3 +0.53,1.2,2.4,1.9,1.0,1076.0,-0.2,1.3 +0.48,1.2,2.4,1.9,1.0,1076.0,0.0,1.3 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'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','W',172290.0,437.0,-57.0,-55.0,'a',1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,600.0,600.0,'0' +'a','a','N',71840.0,255.0,54.0,28.0,'a',1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,6000.0,6000.0,'0' +'a','a','N',16630.0,81.0,-65.0,-59.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',20150.0,64.0,-51.0,-62.0,'a',1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,5000.0,5000.0,'0' +'a','b','N',59060.0,264.0,65.0,85.0,'b',1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,6000.0,6000.0,'0' +'a','a','W',269070.0,767.0,-1.0,4.0,'a',2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,800.0,400.0,'0' +'a','a','N',31540.0,121.0,-32.0,-30.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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a/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f2.arff b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f2.arff new file mode 100644 index 0000000..e5fccfc --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f2.arff @@ -0,0 +1,281 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','W',207930.0,614.0,-6.0,18.0,'a',2.0,2.0,0.0,0.0,0.0,0.0,0.0,0.0,1000.0,700.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f3.arff @@ -0,0 +1,282 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','b','N',8900.0,38.0,-83.0,-77.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',15590.0,82.0,-59.0,-48.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','b','N',45150.0,140.0,24.0,-4.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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+'b','a','W',24620.0,362.0,63.0,18.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'b','a','W',27740.0,443.0,81.0,41.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' diff --git a/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f7.arff b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f7.arff new file mode 100644 index 0000000..8a730dc --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f7.arff @@ -0,0 +1,281 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real 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a/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f8.arff b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f8.arff new file mode 100644 index 0000000..ba34a55 --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f8.arff @@ -0,0 +1,282 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','W',63760.0,195.0,-73.0,-65.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f9.arff new file mode 100644 index 0000000..fe7da50 --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-test-f9.arff @@ -0,0 +1,281 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',53250.0,140.0,-19.0,-31.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','W',212260.0,729.0,-50.0,-28.0,'a',2.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,1400.0,1000.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f1.arff new file mode 100644 index 0000000..d388e97 --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f1.arff @@ -0,0 +1,2348 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f2.arff new file mode 100644 index 0000000..132ef90 --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f2.arff @@ -0,0 +1,2349 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f3.arff new file mode 100644 index 0000000..89b4f1f --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f3.arff @@ -0,0 +1,2348 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f4.arff new file mode 100644 index 0000000..81e4471 --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f4.arff @@ -0,0 +1,2349 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f5.arff new file mode 100644 index 0000000..367ad2a --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f5.arff @@ -0,0 +1,2349 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f6.arff new file mode 100644 index 0000000..783992d --- /dev/null +++ b/datasets/seismic-bumps/cv-splits/seismic-bumps-train-f6.arff @@ -0,0 +1,2348 @@ +@RELATION seismic-bumps + +@ATTRIBUTE 'seismic' {'a','b'} +@ATTRIBUTE 'seismoacoustic' {'a','b','c'} +@ATTRIBUTE 'shift' {'N','W'} +@ATTRIBUTE 'genergy' real +@ATTRIBUTE 'gimpuls' real +@ATTRIBUTE 'goenergy' real +@ATTRIBUTE 'goimpuls' real +@ATTRIBUTE 'ghazard' {'a','b','c'} +@ATTRIBUTE 'nbumps' real +@ATTRIBUTE 'nbumps2' real +@ATTRIBUTE 'nbumps3' real +@ATTRIBUTE 'nbumps4' real +@ATTRIBUTE 'nbumps5' real +@ATTRIBUTE 'nbumps6' real +@ATTRIBUTE 'nbumps7' real +@ATTRIBUTE 'nbumps89' real +@ATTRIBUTE 'senergy' real +@ATTRIBUTE 'maxenergy' real +@ATTRIBUTE 'class' {'0','1'} + +@DATA +'a','a','N',15180.0,48.0,-72.0,-72.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' +'a','a','N',8050.0,30.0,-81.0,-78.0,'a',0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,'0' 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a/datasets/seismic-bumps/seismic-bumps.arff b/datasets/seismic-bumps/seismic-bumps.arff new file mode 100644 index 0000000..d3d522b --- /dev/null +++ b/datasets/seismic-bumps/seismic-bumps.arff @@ -0,0 +1,2738 @@ +% ======================================================================================================== +% Seismic bumps dataset +% ======================================================================================================== +% The data describe the problem of high energy (higher than 10^4 J) seismic bumps forecasting in a coal +% mine. Data come from two of longwalls located in a Polish coal mine. +% +% -------------------------------------------------------------------------------------------------------- +% Citation request +% -------------------------------------------------------------------------------------------------------- +% Sikora M., Wrobel L.: Application of rule induction algorithms for analysis of data collected by seismic +% hazard monitoring systems in coal mines. Archives of Mining Sciences, 55(1), 2010, 91-114. +% +% -------------------------------------------------------------------------------------------------------- +% Donors and creators +% -------------------------------------------------------------------------------------------------------- +% Marek Sikora^{1,2} (marek.sikora@polsl.pl), Lukasz Wrobel^{1} (lukasz.wrobel@polsl.pl) +% (1) Institute of Computer Science, Silesian University of Technology, 44-100 Gliwice, Poland +% (2) Institute of Innovative Technologies EMAG, 40-189 Katowice, Poland +% +% -------------------------------------------------------------------------------------------------------- +% Data characteristics +% -------------------------------------------------------------------------------------------------------- +% Instances: 2584 +% Attributes: 18 + class +% Class distribution: +% "hazardous state" (class 1) : 170 (6.6%) +% "non-hazardous state" (class 0): 2414 (93.4%) +% Missing Attribute Values: None +% +% Attribute information: +% 1. seismic: result of shift seismic hazard assessment in the mine working obtained by the seismic +% method (a - lack of hazard, b - low hazard, c - high hazard, d - danger state); +% 2. seismoacoustic: result of shift seismic hazard assessment in the mine working obtained by the +% seismoacoustic method; +% 3. shift: information about type of a shift (W - coal-getting, N -preparation shift); +% 4. genergy: seismic energy recorded within previous shift by the most active geophone (GMax) out of +% geophones monitoring the longwall; +% 5. gpuls: a number of pulses recorded within previous shift by GMax; +% 6. gdenergy: a deviation of energy recorded within previous shift by GMax from average energy recorded +% during eight previous shifts; +% 7. gdpuls: a deviation of a number of pulses recorded within previous shift by GMax from average number +% of pulses recorded during eight previous shifts; +% 8. ghazard: result of shift seismic hazard assessment in the mine working obtained by the +% seismoacoustic method based on registration coming form GMax only; +% 9. nbumps: the number of seismic bumps recorded within previous shift; +% 10. nbumps2: the number of seismic bumps (in energy range [10^2,10^3)) registered within previous shift; +% 11. nbumps3: the number of seismic bumps (in energy range [10^3,10^4)) registered within previous shift; +% 12. nbumps4: the number of seismic bumps (in energy range [10^4,10^5)) registered within previous shift; +% 13. nbumps5: the number of seismic bumps (in energy range [10^5,10^6)) registered within the last shift; +% 14. nbumps6: the number of seismic bumps (in energy range [10^6,10^7)) registered within previous shift; +% 15. nbumps7: the number of seismic bumps (in energy range [10^7,10^8)) registered within previous shift; +% 16. nbumps89: the number of seismic bumps (in energy range [10^8,10^10)) registered within previous shift; +% 17. energy: total energy of seismic bumps registered within previous shift; +% 18. maxenergy: the maximum energy of the seismic bumps registered within previous shift; +% 19. class: the decision attribute - "1" means that high energy seismic bump occurred in the next shift +% ("hazardous state"), "0" means that no high energy seismic bumps occurred in the next shift +% ("non-hazardous state"). +% +% -------------------------------------------------------------------------------------------------------- +% Relevant information +% -------------------------------------------------------------------------------------------------------- +% Mining activity was and is always connected with the occurrence of dangers which are commonly called +% mining hazards. A special case of such threat is a seismic hazard which frequently occurs in many +% underground mines. Seismic hazard is the hardest detectable and predictable of natural hazards and in +% this respect it is comparable to an earthquake. More and more advanced seismic and seismoacoustic +% monitoring systems allow a better understanding rock mass processes and definition of seismic hazard +% prediction methods. Accuracy of so far created methods is however far from perfect. Complexity of +% seismic processes and big disproportion between the number of low-energy seismic events and the number +% of high-energy phenomena (e.g. > 10^4J) causes the statistical techniques to be insufficient to predict +% seismic hazard. Therefore, it is essential to search for new opportunities of better hazard prediction, +% also using machine learning methods. In seismic hazard assessment data clustering techniques can be +% applied (Lesniak A., Isakow Z.: Space-time clustering of seismic events and hazard assessment in the +% Zabrze-Bielszowice coal mine, Poland. Int. Journal of Rock Mechanics and Mining Sciences, 46(5), 2009, +% 918-928), and for prediction of seismic tremors artificial neural networks are used (Kabiesz, J.: Effect +% of the form of data on the quality of mine tremors hazard forecasting using neural networks. +% Geotechnical and Geological Engineering, 24(5), 2005, 1131-1147). In the majority of applications, the +% results obtained by mentioned methods are reported in the form of two states which are interpreted as +% "hazardous" and "non-hazardous". Unbalanced distribution of positive ("hazardous state") and negative +% ("non-hazardous state") examples is a serious problem in seismic hazard prediction. Currently used +% methods are still insufficient to achieve good sensitivity and specificity of predictions. In the paper +% (Bukowska M.: The probability of rockburst occurrence in the Upper Silesian Coal Basin area dependent on +% natural mining conditions. Journal of Mining Sciences, 42(6), 2006, 570-577) a number of factors having +% an effect on seismic hazard occurrence was proposed, among other factors, the occurrence of tremors with +% energy > 10^4J was listed. The task of seismic prediction can be defined in different ways, but the main +% aim of all seismic hazard assessment methods is to predict (with given precision relating to time and +% date) of increased seismic activity which can cause a rockburst. In the data set each row contains a +% summary statement about seismic activity in the rock mass within one shift (8 hours). If decision +% attribute has the value 1, then in the next shift any seismic bump with an energy higher than 10^4 J was +% registered. That task of hazards prediction bases on the relationship between the energy of recorded +% tremors and seismoacoustic activity with the possibility of rockburst occurrence. Hence, such hazard +% prognosis is not connected with accurate rockburst prediction. Moreover, with the information about the +% possibility of hazardous situation occurrence, an appropriate supervision service can reduce a risk of +% rockburst (e.g. by distressing shooting) or withdraw workers from the threatened area. Good prediction +% of increased seismic activity is therefore a matter of great practical importance. The presented data +% set is characterized by unbalanced distribution of positive and negative examples. In the data set there +% are only 170 positive examples representing class 1. +% +% -------------------------------------------------------------------------------------------------------- +% Classification results using stratified 10-fold cross-validation repeated 10 times +% -------------------------------------------------------------------------------------------------------- +% | Algorithm | Acc. | BAcc. | Acc.0 | Acc.1 | Size | +% | | | | Specificity | Sensitivity | | +% ------------------------------------------------------------------------------------------| +% | q-ModLEM(entropy-RSS) (1) | 80.2(5.1) | 69.1(6.2) | 81.90 | 56.35 | 27.5 | +% | q-ModLEM(entropy-Corr.) (1) | 82.9(4.5) | 67.9(7.2) | 85.15 | 50.65 | 45.5 | +% | MODLEM (2) | 92.5(0.8) | 52.6(2.8) | 98.58 | 6.65 | 145.5 | +% | MLRules(-M 30) (3) | 93.2(0.3) | 50.5(1.3) | 99.69 | 1.29 | 30 | +% | MLRules(-M 100) (3) | 92.9(0.6) | 52.0(2.2) | 99.10 | 4.88 | 100 | +% | MLRules(-M 500) (3) | 92.3(0.6) | 52.9(2.8) | 98.27 | 7.59 | 500 | +% | BRACID (4) | 87.5(0.4) | 62.0(2.6) | 91.38 | 32.71 | - | +% | Jrip (Weka) | 93.0(0.6) | 51.4(2.4) | 99.35 | 3.47 | 1.8 | +% | PART (Weka) | 92.1(0.8) | 52.7(3.5) | 98.09 | 7.35 | 34 | +% | J48 (Weka) | 93.1(0.8) | 50.2(0.9) | 99.64 | 0.82 | 5.6 | +% | SimpleCart (Weka) | 93.4(0.0) | 50.0(0.0) | 100 | 0.00 | 1.0 | +% | NaiveBayes (Weka) | 86.7(2.0) | 64.7(5.8) | 90.08 | 39.41 | - | +% | IB1 (Weka) | 89.4(1.6) | 55.3(4.8) | 94.54 | 16.06 | - | +% | RandomForest(-I 100) (Weka) | 93.1(0.6) | 52.1(2.5) | 99.31 | 4.88 | 100 | +% ------------------------------------------------------------------------------------------- +% Acc. - the overall accuracy +% BAcc. - the balanced accuracy +% Size - the number of: rules for rule-based methods, leaves for trees and trees for random forest +% +% (1) Sikora M.: Rule quality measures in creation and reduction of data rule models. Lecture Notes in +% Artificial Intelligence 4259, 2006, 716-725. +% (2) Stefanowski J.: On combined classifiers, rule induction and rough sets. +% Transactions on Rough Sets VI (LNCS 4374) Springer-Verlag, 2007, s. 329 350 +% (3) Dembczynski K., Kotlowski W., Slowinski R.: ENDER: a statistical framework for boosting decision +% rules. Data Mining and Knowledge Discovery 21, 2010, 52-90. +% (4) Napierala K., Stefanowski J.: BRACID: a comprehensive approach to learning rules from imbalanced +% data. Journal of Intelligent Information Systems, 39(2), 2012, 335-373. +% +@relation seismic-bumps + +@attribute seismic {a,b,c,d} +@attribute seismoacoustic {a,b,c,d} +@attribute shift {W, N} +@attribute genergy real +@attribute gpuls real +@attribute gdenergy real +@attribute gdpuls real +@attribute ghazard {a,b,c,d} +@attribute nbumps real +@attribute nbumps2 real +@attribute nbumps3 real +@attribute nbumps4 real +@attribute nbumps5 real +@attribute nbumps6 real +@attribute nbumps7 real +@attribute nbumps89 real +@attribute energy real +@attribute maxenergy real +@attribute class {1,0} + +@data +a,a,N,15180,48,-72,-72,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,N,14720,33,-70,-79,a,1,0,1,0,0,0,0,0,2000,2000,0 +a,a,N,8050,30,-81,-78,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,N,28820,171,-23,40,a,1,0,1,0,0,0,0,0,3000,3000,0 +a,a,N,12640,57,-63,-52,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,W,63760,195,-73,-65,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,W,207930,614,-6,18,a,2,2,0,0,0,0,0,0,1000,700,0 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+b,a,W,28910,307,115,20,a,0,0,0,0,0,0,0,0,0,0,0 +b,a,W,81410,785,432,151,b,0,0,0,0,0,0,0,0,0,0,0 +b,a,W,42110,555,213,118,a,0,0,0,0,0,0,0,0,0,0,0 +b,a,W,26960,540,101,112,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,W,16130,322,2,2,a,0,0,0,0,0,0,0,0,0,0,0 +a,a,W,12750,235,-10,-10,a,0,0,0,0,0,0,0,0,0,0,0 \ No newline at end of file diff --git a/experiments/bone-marrow.xml b/experiments/bone-marrow.xml new file mode 100644 index 0000000..4d90112 --- /dev/null +++ b/experiments/bone-marrow.xml @@ -0,0 +1,107 @@ + + + + + + 5 + + + + + + 5 + true + false + false + true + true + 1 + + + + inf: IF [CD34kgx10d6 = Any] THEN survival_status = {NaN} + + + IF ANCrecovery = Any THEN survival_status = {NaN} + IF PLTrecovery = Any THEN survival_status = {NaN} + + + + + + + 5 + true + false + false + false + false + + IF [[CD34kgx10d6 = (-inf, 10.0)]] AND [[extcGvHD = {0}]] THEN survival_status = {NaN} + IF [[extcGvHD = {0}]] AND [[CD34kgx10d6 = <10.0, inf)]] THEN survival_status = {NaN} + IF [[CD34kgx10d6 = (-inf, 10.0)]] AND [[extcGvHD = {1}]] THEN survival_status = {NaN} + IF [[CD34kgx10d6 = <10.0, inf)]] AND [[extcGvHD = {1}]] THEN survival_status = {NaN} + + + + + + + + + + + 5 + true + true + true + false + false + 1 + + IF [[extcGvHD = {0}]] THEN survival_status = {NaN} + IF [[extcGvHD = {0}]] THEN survival_status = {NaN} + IF [[extcGvHD = {1}]] THEN survival_status = {NaN} + IF [[extcGvHD = {1}]] THEN survival_status = {NaN} + + + 4: IF [CD34kgx10d6 = Any] THEN survival_status = {NaN} + + + + + + + + + + 5 + true + false + false + false + false + + IF [[CD34kgx10d6 = (-inf, 10.0)]] THEN survival_status = {NaN} + IF [[CD34kgx10d6 = <10.0, inf)]] THEN survival_status = {NaN} + + + + + + + + + + + + + + ../datasets/bmt/cv-splits + + Survival + ./reports + + + + \ No newline at end of file diff --git a/experiments/methane.xml b/experiments/methane.xml new file mode 100644 index 0000000..eb695d4 --- /dev/null +++ b/experiments/methane.xml @@ -0,0 +1,100 @@ + + + + + + 4 + RSS + RSS + + + + + + 4 + RSS + RSS + true + false + false + true + true + + + + 3: IF PD = <0.5, inf) THEN MM116_pred = {NaN} + 3: IF PD = (-inf, 0.5) THEN MM116_pred = {NaN} + + + + + + + 4 + RSS + RSS + true + false + false + true + true + + + + 5: IF PD = <0.5, inf) AND MM116 = (-inf, 1.0) THEN MM116_pred = {NaN} + + + + + + + 4 + RSS + RSS + true + false + false + true + true + + + + 5: IF PD = (-inf, 0.5) AND MM116 = (1.0, inf) THEN MM116_pred = {NaN} + + + + + + + 4 + RSS + RSS + true + false + false + true + true + + + + inf: IF PD = Any THEN MM116_pred = {NaN} + inf: IF MM116 = Any THEN MM116_pred = {NaN} + inf: IF DMM116 = Any THEN MM116_pred = {NaN} + + + + + + + + + + + ../datasets/methane + + Regression + ./reports + + + + diff --git a/experiments/seismic-bumps.xml b/experiments/seismic-bumps.xml new file mode 100644 index 0000000..c4f9be7 --- /dev/null +++ b/experiments/seismic-bumps.xml @@ -0,0 +1,211 @@ + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + false + false + false + + IF [[gimpuls = (-inf, 750)]] THEN class = {0} + IF [[gimpuls = <750, inf)]] THEN class = {1} + + + + + + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + true + true + true + + + + 1: IF [[gimpuls = Any]] THEN class = {0} + 1: IF [[gimpuls = Any]] THEN class = {1} + + + + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + false + true + true + 2 + + + + inf: IF [[genergy = Any]] THEN class = {0} + inf: IF [[senergy = Any]] THEN class = {0} + inf: IF [[gimpuls = Any]] THEN class = {0} + inf: IF [[genergy = Any]] THEN class = {1} + inf: IF [[senergy = Any]] THEN class = {1} + inf: IF [[gimpuls = Any]] THEN class = {1} + + + + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + true + true + true + false + 1 + + + + inf: IF [[seismic = {a}]] THEN class = {0} + inf: IF [[seismic = {b}]] THEN class = {0} + inf: IF [[seismoacoustic = {a}]] THEN class = {0} + inf: IF [[seismoacoustic = {b}]] THEN class = {0} + inf: IF [[ghazard = {a}]] THEN class = {0} + inf: IF [[ghazard = {b}]] THEN class = {0} + + inf: IF [[seismic = {b}]] THEN class = {1} + inf: IF [[seismic = {c}]] THEN class = {1} + inf: IF [[seismic = {d}]] THEN class = {1} + inf: IF [[seismoacoustic = {b}]] THEN class = {1} + inf: IF [[seismoacoustic = {c}]] THEN class = {1} + inf: IF [[seismoacoustic = {d}]] THEN class = {1} + inf: IF [[ghazard = {b}]] THEN class = {1} + inf: IF [[ghazard = {c}]] THEN class = {1} + inf: IF [[ghazard = {d}]] THEN class = {1} + + + + + + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + false + false + true + false + + + + + + 1: IF [[seismoacoustic = Any]] THEN class = {0} + 1: IF [[gimpuls = Any]] THEN class = {0} + 1: IF [[goimpuls = Any]] THEN class = {0} + 1: IF [[ghazard = Any]] THEN class = {0} + + 1: IF [[seismoacoustic = Any]] THEN class = {1} + 1: IF [[gimpuls = Any]] THEN class = {1} + 1: IF [[goimpuls = Any]] THEN class = {1} + 1: IF [[ghazard = Any]] THEN class = {1} + + + + + + + + 11 + BinaryEntropy + BinaryEntropy + 0 + true + false + false + false + true + false + + + + + + 1: IF [[nbumps = Any]] THEN class = {0} + 1: IF [[nbumps2 = Any]] THEN class = {0} + 1: IF [[nbumps4 = Any]] THEN class = {0} + 1: IF [[nbumps5 = Any]] THEN class = {0} + 1: IF [[nbumps6 = Any]] THEN class = {0} + 1: IF [[nbumps7 = Any]] THEN class = {0} + 1: IF [[nbumps89 = Any]] THEN class = {0} + 1: IF [[senergy = Any]] THEN class = {0} + 1: IF [[maxenergy = Any]] THEN class = {0} + 1: IF [[seismic = Any]] THEN class = {0} + 1: IF [[nbumps3 = Any]] THEN class = {0} + + 1: IF [[nbumps = Any]] THEN class = {1} + 1: IF [[nbumps2 = Any]] THEN class = {1} + 1: IF [[nbumps4 = Any]] THEN class = {1} + 1: IF [[nbumps5 = Any]] THEN class = {1} + 1: IF [[nbumps6 = Any]] THEN class = {1} + 1: IF [[nbumps7 = Any]] THEN class = {1} + 1: IF [[nbumps89 = Any]] THEN class = {1} + 1: IF [[senergy = Any]] THEN class = {1} + 1: IF [[maxenergy = Any]] THEN class = {1} + 1: IF [[seismic = Any]] THEN class = {1} + 1: IF [[nbumps3 = Any]] THEN class = {1} + + + + + + + + + + ../datasets/seismic-bumps/cv-splits + + BinaryClassification + ./reports + + + + \ No newline at end of file