compile: jar: all: Application built. Computer Aided property Valuation version 1.0! test: Computer Aided Property Valuation: [version 0.0.0.10-alpha] Copyright (C) 2007 Aikaterini Christopoulou ---------------------------------------------------------------- DATA TRANSFORMATION ---------------------------------------------------------------- Create binned data view... Prepare_Build_Data is started, please wait. Prepare_Build_Data is successful. Create test table... Create build path data view... Execute string aggregation... Execute string aggregation... Create build path data view... Execute string aggregation... Execute string aggregation... Execute column format transformation... Execute column format transformation... Execute pivot query... Execute pivot query... --------------------------------------------------- BUILD MODEL --------------------------------------------------- arBuildTask_jdm is started, please wait. arBuildTask_jdm is successful. BuildSettings Details from the arSettings_jdm table: Table : arSettings_jdm SETTING_NAME SETTING_VALUE ALGO_NAME ALGO_APRIORI_ASSOCIATION_RULES ASSO_MAX_RULE_LENGTH 20 ASSO_MIN_CONFIDENCE 0.1 ASSO_MIN_SUPPORT 0.1 JDMS_FUNCTION_TYPE ASSOCIATION BuildSettings Details from the arSettings_jdm model build settings object: Algorithm Name: aprioriAssociationRules Function Name: association Max Number of Rules: 20 Min Confidence: 10 Min Support: 10 Model Name: ARMODEL_JDM ---------------------------------------------------------------- DISPLAY CLASSIFICATION RULES ---------------------------------------------------------------- Rule 613: Open Space= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.6279, confidence=58.8235) Rule 858: Commercial Services= NEAR Open Space= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.6279, confidence=58.8235) Rule 514: Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=55.5556) Rule 726: Commercial Services= NEAR Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=55.5556) Rule 403: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=16.2791, confidence=54.902) Rule 770: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=10.4651, confidence=54.5455) Rule 297: Open Space= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=18.0233, confidence=54.386) Rule 547: Accomodation, Eating and Drink= NEAR Open Space= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=10.4651, confidence=50) Rule 998: Accomodation, Eating and Drink= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=46.1538) Rule 51: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=46.1538) Rule 810: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=43.9024) Rule 1091: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=43.8596) Rule 938: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=43.1034) Rule 706: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=16.2791, confidence=43.0769) Rule 433: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=13.9535, confidence=42.8571) Rule 577: Accomodation, Eating and Drink= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=42.8571) Rule 27: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=42.8571) Rule 317: Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=13.9535, confidence=42.1053) Rule 979: Manufacturing and Production= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=41.8605) Rule 499: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=16.2791, confidence=41.791) Rule 619: Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=41.6667) Rule 866: Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=41.6667) Rule 743: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=41.6667) Rule 682: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=41.2698) Rule 358: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=19.7674, confidence=40.9639) Rule 963: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=40.9091) Rule 7: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=40.9091) Rule 527: Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=40.8163) Rule 481: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=40.625) Rule 928: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.2791, confidence=40.5797) Rule 148: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=40.3226) Rule 32: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=40) Rule 666: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.8605, confidence=39.726) Rule 1080: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=39.6825) Rule 267: Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=19.7674, confidence=39.5349) Rule 899: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=19.186, confidence=39.2857) Rule 461: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=24.4186, confidence=39.2523) Rule 336: Education and Health= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=25.5814, confidence=38.9381) Rule 790: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=22.093, confidence=38.3838) Rule 644: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=19.186, confidence=38.3721) Rule 747: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=13.3721, confidence=38.3333) Rule 983: Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=10.4651, confidence=38.2979) Rule 562: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=22.093, confidence=38) Rule 530: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [180000-1200000] (support=13.3721, confidence=37.0968) Rule 128: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=13.3721, confidence=37.0968) Rule 458: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=19.7674, confidence=36.9565) Rule 183: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=12.2093, confidence=36.8421) Rule 223: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=12.2093, confidence=36.8421) Rule 895: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.8605, confidence=36.7089) Rule 1060: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=13.3721, confidence=36.5079) Rule 334: Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=20.3488, confidence=36.4583) Rule 641: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.8605, confidence=36.25) Rule 1019: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=35.2113) Rule 77: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=35.2113) Rule 92: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=35.2113) Rule 82: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=35.2113) Rule 1027: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=35.2113) Rule 87: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=35.2113) Rule 385: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= [180000-1200000] (support=22.6744, confidence=35.1351) Rule 843: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.2791, confidence=35) Rule 602: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=16.8605, confidence=34.9398) Rule 265: Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=17.4419, confidence=34.8837) Rule 1031: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=14.5349, confidence=34.7222) Rule 1023: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=14.5349, confidence=34.7222) Rule 839: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=15.6977, confidence=34.6154) Rule 285: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= [180000-1200000] (support=23.2558, confidence=34.4828) Rule 418: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=23.8372, confidence=34.4538) Rule 599: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=15.6977, confidence=34.1772) Rule 245: Commercial Services= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=31.9767, confidence=34.1615) Rule 307: Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=23.8372, confidence=33.8843) Rule 524: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.2093, confidence=33.871) Rule 590: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=16.2791, confidence=33.7349) Rule 421: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=23.2558, confidence=33.6134) Rule 891: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=16.2791, confidence=33.3333) Rule 831: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=33.3333) Rule 178: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.0465, confidence=33.3333) Rule 217: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.0465, confidence=33.3333) Rule 309: Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=23.2558, confidence=33.0579) Rule 305: Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=23.2558, confidence=33.0579) Rule 249: Commercial Services= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=30.814, confidence=32.9193) Rule 247: Commercial Services= NEAR ==> PRICE_RANGE= [180000-1200000] (support=30.814, confidence=32.9193) Rule 593: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=32.9114) Rule 587: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=15.1163, confidence=32.9114) Rule 887: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=32.9114) Rule 478: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.2093, confidence=32.8125) Rule 287: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=22.093, confidence=32.7586) Rule 283: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=22.093, confidence=32.7586) Rule 452: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=17.4419, confidence=32.6087) Rule 638: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=16.2791, confidence=32.5581) Rule 355: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=15.6977, confidence=32.5301) Rule 635: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=32.5) Rule 835: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=32.5) Rule 827: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=15.1163, confidence=32.5) Rule 388: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=20.9302, confidence=32.4324) Rule 382: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=20.9302, confidence=32.4324) Rule 794: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=18.6047, confidence=32.3232) Rule 326: Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=18.0233, confidence=32.2917) Rule 123: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=32.2581) Rule 143: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=32.2581) Rule 823: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=14.5349, confidence=32.0513) Rule 565: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=18.6047, confidence=32) Rule 415: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=22.093, confidence=31.9328) Rule 924: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=12.7907, confidence=31.8841) Rule 455: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [180000-1200000] (support=19.7674, confidence=31.7757) Rule 678: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.6279, confidence=31.746) Rule 1052: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.6279, confidence=31.746) Rule 1056: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=31.746) Rule 1076: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [180000-1200000] (support=11.6279, confidence=31.746) Rule 739: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.0465, confidence=31.6667) Rule 596: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= [180000-1200000] (support=15.1163, confidence=31.3253) Rule 330: Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=17.4419, confidence=31.25) Rule 629: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=14.5349, confidence=31.25) Rule 328: Education and Health= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=20.3488, confidence=30.9735) Rule 118: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.0465, confidence=30.6452) Rule 1015: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.7907, confidence=30.5556) Rule 446: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=16.2791, confidence=30.4348) Rule 879: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=13.9535, confidence=30.3797) Rule 663: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [180000-1200000] (support=12.7907, confidence=30.137) Rule 660: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.7907, confidence=30.137) Rule 332: Education and Health= NEAR ==> PRICE_RANGE= [180000-1200000] (support=19.7674, confidence=30.0885) Rule 559: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=17.4419, confidence=30) Rule 751: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=10.4651, confidence=30) Rule 496: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.6279, confidence=29.8507) Rule 1011: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.2093, confidence=29.5775) Rule 72: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.2093, confidence=29.5775) Rule 67: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=12.2093, confidence=29.5775) Rule 786: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=16.8605, confidence=29.2929) Rule 710: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=11.0465, confidence=29.2308) Rule 632: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=14.5349, confidence=29.0698) Rule 533: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=10.4651, confidence=29.0323) Rule 449: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=18.0233, confidence=28.972) Rule 1072: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=10.4651, confidence=28.5714) Rule 502: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=11.0465, confidence=28.3582) Rule 702: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=10.4651, confidence=27.6923) Rule 920: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=11.0465, confidence=27.5362) Rule 883: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2050000-10500000] (support=13.3721, confidence=27.381) Rule 361: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=12.7907, confidence=26.506) Rule 269: Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2050000] (support=12.7907, confidence=25.5814) ---------------------------------------------------------------- SORT CLASSIFICATION RULES ---------------------------------------------------------------- [Pos in List: 0]RuleId:613: [Open Space=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 58.82352941176471, support: 11.627906976744185) (CRule = true Strong cRule= true) [Pos in List: 1]RuleId:858: [Retail=NEAR, Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 58.82352941176471, support: 11.627906976744185) (CRule = true Strong cRule= true) [Pos in List: 2]RuleId:514: [Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 55.55555555555556, support: 11.627906976744185) (CRule = true Strong cRule= false) [Pos in List: 3]RuleId:726: [Commercial Services=NEAR, Transport=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 55.55555555555556, support: 11.627906976744185) (CRule = true Strong cRule= false) [Pos in List: 4]RuleId:403: [Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 54.90196078431373, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 5]RuleId:770: [Accomodation, Eating and Drink=NEAR, Open Space=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 54.54545454545454, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 6]RuleId:297: [Open Space=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 54.385964912280706, support: 18.023255813953487) (CRule = false Strong cRule= false) [Pos in List: 7]RuleId:547: [Accomodation, Eating and Drink=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 50.0, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 8]RuleId:998: [Accomodation, Eating and Drink=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 46.15384615384615, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 9]RuleId:51: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 46.15384615384615, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 10]RuleId:810: [Transport=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 43.90243902439025, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 11]RuleId:1091: [Retail=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 43.859649122807014, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 12]RuleId:938: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 43.103448275862064, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 13]RuleId:706: [Retail=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 43.07692307692308, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 14]RuleId:433: [Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 42.857142857142854, support: 13.953488372093023) (CRule = false Strong cRule= false) [Pos in List: 15]RuleId:577: [Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 42.857142857142854, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 16]RuleId:27: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 42.857142857142854, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 17]RuleId:317: [Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 42.10526315789473, support: 13.953488372093023) (CRule = false Strong cRule= false) [Pos in List: 18]RuleId:979: [Manufacturing and Production=NEAR, Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.86046511627907, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 19]RuleId:499: [Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.7910447761194, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 20]RuleId:619: [Transport=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.66666666666667, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 21]RuleId:743: [Commercial Services=NEAR, Manufacturing and Production=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.66666666666667, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 22]RuleId:866: [Retail=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.66666666666667, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 23]RuleId:682: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 41.269841269841265, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 24]RuleId:358: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.963855421686745, support: 19.767441860465116) (CRule = false Strong cRule= false) [Pos in List: 25]RuleId:963: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.909090909090914, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 26]RuleId:7: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.909090909090914, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 27]RuleId:527: [Public Infrastructure=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.816326530612244, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 28]RuleId:481: [Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.625, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 29]RuleId:928: [Education and Health=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 40.57971014492754, support: 16.27906976744186) (CRule = true Strong cRule= false) [Pos in List: 30]RuleId:148: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 40.32258064516129, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 31]RuleId:32: [Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 40.0, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 32]RuleId:666: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 39.726027397260275, support: 16.86046511627907) (CRule = false Strong cRule= false) [Pos in List: 33]RuleId:1080: [Manufacturing and Production=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 39.682539682539684, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 34]RuleId:267: [Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 39.53488372093023, support: 19.767441860465116) (CRule = false Strong cRule= false) [Pos in List: 35]RuleId:899: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 39.285714285714285, support: 19.186046511627907) (CRule = false Strong cRule= false) [Pos in List: 36]RuleId:461: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 39.25233644859813, support: 24.418604651162788) (CRule = false Strong cRule= false) [Pos in List: 37]RuleId:336: [Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 38.93805309734513, support: 25.581395348837212) (CRule = false Strong cRule= false) [Pos in List: 38]RuleId:790: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 38.38383838383838, support: 22.093023255813954) (CRule = false Strong cRule= false) [Pos in List: 39]RuleId:644: [Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 38.372093023255815, support: 19.186046511627907) (CRule = false Strong cRule= false) [Pos in List: 40]RuleId:747: [Education and Health=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 38.333333333333336, support: 13.372093023255813) (CRule = false Strong cRule= false) [Pos in List: 41]RuleId:983: [Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 38.297872340425535, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 42]RuleId:562: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 38.0, support: 22.093023255813954) (CRule = false Strong cRule= false) [Pos in List: 43]RuleId:530: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 37.096774193548384, support: 13.372093023255813) (CRule = false Strong cRule= false) [Pos in List: 44]RuleId:128: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 37.096774193548384, support: 13.372093023255813) (CRule = false Strong cRule= false) [Pos in List: 45]RuleId:458: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.95652173913043, support: 19.767441860465116) (CRule = false Strong cRule= false) [Pos in List: 46]RuleId:183: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.84210526315789, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 47]RuleId:223: [Retail=NEAR, Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.84210526315789, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 48]RuleId:895: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.708860759493675, support: 16.86046511627907) (CRule = false Strong cRule= false) [Pos in List: 49]RuleId:1060: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.507936507936506, support: 13.372093023255813) (CRule = false Strong cRule= false) [Pos in List: 50]RuleId:334: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.45833333333333, support: 20.348837209302324) (CRule = false Strong cRule= false) [Pos in List: 51]RuleId:641: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 36.25, support: 16.86046511627907) (CRule = false Strong cRule= false) [Pos in List: 52]RuleId:1019: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 53]RuleId:1027: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 54]RuleId:87: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 55]RuleId:77: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 56]RuleId:92: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 57]RuleId:82: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 35.2112676056338, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 58]RuleId:385: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 35.13513513513514, support: 22.674418604651162) (CRule = false Strong cRule= false) [Pos in List: 59]RuleId:843: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 35.0, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 60]RuleId:602: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 34.93975903614458, support: 16.86046511627907) (CRule = false Strong cRule= false) [Pos in List: 61]RuleId:265: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 34.883720930232556, support: 17.441860465116278) (CRule = false Strong cRule= false) [Pos in List: 62]RuleId:1023: [Education and Health=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 34.72222222222222, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 63]RuleId:1031: [Education and Health=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 34.72222222222222, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 64]RuleId:839: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 34.61538461538461, support: 15.69767441860465) (CRule = false Strong cRule= false) [Pos in List: 65]RuleId:285: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 34.48275862068966, support: 23.25581395348837) (CRule = false Strong cRule= false) [Pos in List: 66]RuleId:418: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 34.45378151260504, support: 23.837209302325583) (CRule = false Strong cRule= false) [Pos in List: 67]RuleId:599: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 34.177215189873415, support: 15.69767441860465) (CRule = false Strong cRule= false) [Pos in List: 68]RuleId:245: [Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 34.161490683229815, support: 31.976744186046513) (CRule = false Strong cRule= false) [Pos in List: 69]RuleId:307: [Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 33.88429752066116, support: 23.837209302325583) (CRule = false Strong cRule= false) [Pos in List: 70]RuleId:524: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 33.87096774193548, support: 12.209302325581394) (CRule = true Strong cRule= false) [Pos in List: 71]RuleId:590: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 33.734939759036145, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 72]RuleId:421: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 33.61344537815126, support: 23.25581395348837) (CRule = false Strong cRule= false) [Pos in List: 73]RuleId:891: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 33.33333333333333, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 74]RuleId:831: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 33.33333333333333, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 75]RuleId:178: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 33.33333333333333, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 76]RuleId:217: [Retail=NEAR, Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 33.33333333333333, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 77]RuleId:305: [Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 33.057851239669425, support: 23.25581395348837) (CRule = false Strong cRule= false) [Pos in List: 78]RuleId:309: [Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 33.057851239669425, support: 23.25581395348837) (CRule = false Strong cRule= false) [Pos in List: 79]RuleId:247: [Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.91925465838509, support: 30.813953488372093) (CRule = false Strong cRule= false) [Pos in List: 80]RuleId:249: [Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 32.91925465838509, support: 30.813953488372093) (CRule = false Strong cRule= false) [Pos in List: 81]RuleId:587: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.91139240506329, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 82]RuleId:593: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.91139240506329, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 83]RuleId:887: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.91139240506329, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 84]RuleId:478: [Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.8125, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 85]RuleId:283: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.758620689655174, support: 22.093023255813954) (CRule = false Strong cRule= false) [Pos in List: 86]RuleId:287: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 32.758620689655174, support: 22.093023255813954) (CRule = false Strong cRule= false) [Pos in List: 87]RuleId:452: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.608695652173914, support: 17.441860465116278) (CRule = false Strong cRule= false) [Pos in List: 88]RuleId:638: [Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.55813953488372, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 89]RuleId:355: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.53012048192771, support: 15.69767441860465) (CRule = false Strong cRule= false) [Pos in List: 90]RuleId:635: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.5, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 91]RuleId:827: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.5, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 92]RuleId:835: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.5, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 93]RuleId:382: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.432432432432435, support: 20.930232558139537) (CRule = false Strong cRule= false) [Pos in List: 94]RuleId:388: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 32.432432432432435, support: 20.930232558139537) (CRule = false Strong cRule= false) [Pos in List: 95]RuleId:794: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 32.323232323232325, support: 18.6046511627907) (CRule = false Strong cRule= false) [Pos in List: 96]RuleId:326: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.29166666666667, support: 18.023255813953487) (CRule = false Strong cRule= false) [Pos in List: 97]RuleId:143: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.25806451612903, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 98]RuleId:123: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 32.25806451612903, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 99]RuleId:823: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 32.05128205128205, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 100]RuleId:565: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 32.0, support: 18.6046511627907) (CRule = false Strong cRule= false) [Pos in List: 101]RuleId:415: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 31.932773109243694, support: 22.093023255813954) (CRule = false Strong cRule= false) [Pos in List: 102]RuleId:924: [Education and Health=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.88405797101449, support: 12.790697674418606) (CRule = false Strong cRule= false) [Pos in List: 103]RuleId:455: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.775700934579437, support: 19.767441860465116) (CRule = false Strong cRule= false) [Pos in List: 104]RuleId:1056: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.746031746031743, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 105]RuleId:1052: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 31.746031746031743, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 106]RuleId:1076: [Manufacturing and Production=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.746031746031743, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 107]RuleId:678: [Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 31.746031746031743, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 108]RuleId:739: [Education and Health=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 31.666666666666664, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 109]RuleId:596: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.32530120481928, support: 15.11627906976744) (CRule = false Strong cRule= false) [Pos in List: 110]RuleId:330: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 31.25, support: 17.441860465116278) (CRule = false Strong cRule= false) [Pos in List: 111]RuleId:629: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 31.25, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 112]RuleId:328: [Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.973451327433626, support: 20.348837209302324) (CRule = false Strong cRule= false) [Pos in List: 113]RuleId:118: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.64516129032258, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 114]RuleId:1015: [Education and Health=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.555555555555557, support: 12.790697674418606) (CRule = false Strong cRule= false) [Pos in List: 115]RuleId:446: [Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.434782608695656, support: 16.27906976744186) (CRule = false Strong cRule= false) [Pos in List: 116]RuleId:879: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.37974683544304, support: 13.953488372093023) (CRule = false Strong cRule= false) [Pos in List: 117]RuleId:660: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.136986301369863, support: 12.790697674418606) (CRule = false Strong cRule= false) [Pos in List: 118]RuleId:663: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 30.136986301369863, support: 12.790697674418606) (CRule = false Strong cRule= false) [Pos in List: 119]RuleId:332: [Education and Health=NEAR] -> [PRICE_RANGE=[180000-1200000]]( confidence: 30.08849557522124, support: 19.767441860465116) (CRule = false Strong cRule= false) [Pos in List: 120]RuleId:559: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 30.0, support: 17.441860465116278) (CRule = false Strong cRule= false) [Pos in List: 121]RuleId:751: [Education and Health=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 30.0, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 122]RuleId:496: [Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.850746268656714, support: 11.627906976744185) (CRule = false Strong cRule= false) [Pos in List: 123]RuleId:1011: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.577464788732392, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 124]RuleId:67: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.577464788732392, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 125]RuleId:72: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.577464788732392, support: 12.209302325581394) (CRule = false Strong cRule= false) [Pos in List: 126]RuleId:786: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.292929292929294, support: 16.86046511627907) (CRule = false Strong cRule= false) [Pos in List: 127]RuleId:710: [Retail=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 29.230769230769234, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 128]RuleId:632: [Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 29.069767441860467, support: 14.534883720930234) (CRule = false Strong cRule= false) [Pos in List: 129]RuleId:533: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 29.03225806451613, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 130]RuleId:449: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 28.971962616822427, support: 18.023255813953487) (CRule = false Strong cRule= false) [Pos in List: 131]RuleId:1072: [Manufacturing and Production=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 28.57142857142857, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 132]RuleId:502: [Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 28.35820895522388, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 133]RuleId:702: [Retail=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 27.692307692307693, support: 10.465116279069768) (CRule = false Strong cRule= false) [Pos in List: 134]RuleId:920: [Education and Health=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 27.536231884057973, support: 11.046511627906977) (CRule = false Strong cRule= false) [Pos in List: 135]RuleId:883: [Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2050000-10500000]]( confidence: 27.380952380952383, support: 13.372093023255813) (CRule = false Strong cRule= false) [Pos in List: 136]RuleId:361: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 26.506024096385545, support: 12.790697674418606) (CRule = false Strong cRule= false) [Pos in List: 137]RuleId:269: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2050000]]( confidence: 25.581395348837212, support: 12.790697674418606) (CRule = false Strong cRule= false) -------------------------------------------------------------------------- PRINT CLASSIFIER -------------------------------------------------------------------------- [Open Space=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2050000-10500000]] [Confidence: 58.82352941176471% Support: 11.627906976744185%] [Retail=NEAR, Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(2050000-10500000]] [Confidence: 58.82352941176471% Support: 11.627906976744185%] [Education and Health=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2050000]] [Confidence: 40.57971014492754% Support: 16.27906976744186%] [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2050000-10500000]] [Confidence: 33.87096774193548% Support: 12.209302325581394%] Default Class -> [[180000-1200000]] [Confidence: 0.0% Support: 0.0%] -------------------------------------------------------------------------- CLASSIFY -------------------------------------------------------------------------- Transaction id = 62241 Class label = (2050000-10500000] Transaction id = 71414 Class label = (2050000-10500000] Transaction id = 74015 Class label = (2050000-10500000] Transaction id = 77463 Class label = (2050000-10500000] Transaction id = 78785 Class label = (2050000-10500000] Transaction id = 63579 Class label = (2050000-10500000] Transaction id = 64004 Class label = (2050000-10500000] Transaction id = 80443 Class label = (2050000-10500000] Transaction id = 61984 Class label = (2050000-10500000] Transaction id = 67325 Class label = (2050000-10500000] Transaction id = 73039 Class label = (2050000-10500000] Transaction id = 74081 Class label = (2050000-10500000] Transaction id = 75643 Class label = (2050000-10500000] Transaction id = 76177 Class label = (2050000-10500000] Transaction id = 59774 Class label = (2050000-10500000] Transaction id = 65598 Class label = (2050000-10500000] Transaction id = 70982 Class label = (2050000-10500000] Transaction id = 76204 Class label = (2050000-10500000] -------------------------------------------------------------------------- DISPLAY ACCURACY -------------------------------------------------------------------------- correctClassCounter = 18 unclassifiedCounter = 0 wrongClassCounter = 57 Num case = 75 accuracy = 24.0 Accuracy = 24.0 BUILD SUCCESSFUL (total time: 1 minute 14 seconds)