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 71: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=78.9474) Rule 972: Public Infrastructure= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=75) Rule 820: Commercial Services= NEAR Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=73.913) Rule 590: Public Infrastructure= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=70.8333) Rule 62: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=68) Rule 1053: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=67.8571) Rule 162: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=66.6667) Rule 168: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=66.6667) Rule 965: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=66.6667) Rule 792: Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.1972, confidence=65.7143) Rule 896: Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=65.5172) Rule 122: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=65.3846) Rule 131: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=65.2174) Rule 569: Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=64.8649) Rule 31: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=64.2857) Rule 82: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=64.2857) Rule 117: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=64) Rule 740: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=63.3333) Rule 940: Accomodation, Eating and Drink= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=63.3333) Rule 981: Education and Health= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=63.3333) Rule 527: Accomodation, Eating and Drink= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=62.5) Rule 1018: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=62.5) Rule 91: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=62.5) Rule 395: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=18.3099, confidence=61.9048) Rule 12: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=61.5385) Rule 275: Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=19.0141, confidence=61.3636) Rule 829: Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=61.2903) Rule 597: Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=60.6061) Rule 868: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=60) Rule 680: Commercial Services= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=59.375) Rule 925: Education and Health= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=59.2593) Rule 269: Sport and Entertainment= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=57.6923) Rule 479: Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [100000-1200000] (support=13.3803, confidence=57.5758) Rule 46: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=52.9412) Rule 174: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=51.7241) Rule 952: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=51.4286) Rule 1063: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=51.4286) Rule 808: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=51.0638) Rule 908: Manufacturing and Production= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=50) Rule 581: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=50) Rule 127: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=50) Rule 539: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=48.7805) Rule 87: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=48.7805) Rule 969: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=48.5714) Rule 985: Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=47.619) Rule 756: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=12.6761, confidence=47.3684) Rule 67: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=10.5634, confidence=46.875) Rule 380: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=26.7606, confidence=46.3415) Rule 961: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=17.6056, confidence=46.2963) Rule 57: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=46.1538) Rule 261: Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=27.4648, confidence=45.8824) Rule 696: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.7887, confidence=45.6522) Rule 518: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.1268, confidence=45.4545) Rule 728: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=20.4225, confidence=45.3125) Rule 664: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=18.3099, confidence=44.8276) Rule 491: Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.7887, confidence=44.6809) Rule 588: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.1268, confidence=44.1176) Rule 467: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=18.3099, confidence=44.0678) Rule 817: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=20.4225, confidence=43.9394) Rule 546: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= [100000-1200000] (support=19.7183, confidence=43.75) Rule 1034: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=43.5897) Rule 150: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=43.5897) Rule 1008: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=42.5532) Rule 2: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=42.5532) Rule 881: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=42.5) Rule 107: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.9718, confidence=42.5) Rule 235: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= [100000-1200000] (support=23.9437, confidence=41.9753) Rule 860: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=41.6667) Rule 917: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=41.6667) Rule 765: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [100000-1200000] (support=17.6056, confidence=41.6667) Rule 705: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=40.678) Rule 413: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.1268, confidence=40.5405) Rule 341: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.831, confidence=40.2597) Rule 628: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=40) Rule 17: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=40) Rule 287: Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=22.5352, confidence=40) Rule 498: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.9014, confidence=40) Rule 243: Open Space= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=13.3803, confidence=39.5833) Rule 437: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=14.0845, confidence=39.2157) Rule 838: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=17.6056, confidence=39.0625) Rule 929: Education and Health= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=11.2676, confidence=39.0244) Rule 317: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.831, confidence=38.75) Rule 217: Manufacturing and Production= NEAR ==> PRICE_RANGE= [100000-1200000] (support=21.831, confidence=38.2716) Rule 606: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=17.6056, confidence=37.3134) Rule 604: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=17.6056, confidence=37.3134) Rule 292: Education and Health= NEAR ==> PRICE_RANGE= [100000-1200000] (support=26.7606, confidence=37.2549) Rule 411: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=25.3521, confidence=36.7347) Rule 197: Commercial Services= NEAR ==> PRICE_RANGE= [100000-1200000] (support=33.8028, confidence=36.3636) Rule 841: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [100000-1200000] (support=16.1972, confidence=35.9375) Rule 420: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [100000-1200000] (support=24.6479, confidence=35.7143) Rule 353: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.2676, confidence=35.5556) Rule 852: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=35.4167) Rule 431: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=12.6761, confidence=35.2941) Rule 286: Education and Health= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=25.3521, confidence=35.2941) Rule 284: Public Infrastructure= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=19.7183, confidence=35) Rule 512: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=16.1972, confidence=34.8485) Rule 720: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=15.493, confidence=34.375) Rule 193: Commercial Services= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=31.6901, confidence=34.0909) Rule 998: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.2676, confidence=34.0426) Rule 620: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=34) Rule 408: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=17.6056, confidence=33.7838) Rule 211: Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=19.0141, confidence=33.3333) Rule 949: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=12.6761, confidence=33.3333) Rule 356: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=10.5634, confidence=33.3333) Rule 42: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=32.6923) Rule 308: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=18.3099, confidence=32.5) Rule 486: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=13.3803, confidence=31.6667) Rule 245: Open Space= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=10.5634, confidence=31.25) Rule 905: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=10.5634, confidence=31.25) Rule 332: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=16.9014, confidence=31.1688) Rule 229: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=17.6056, confidence=30.8642) Rule 255: Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=18.3099, confidence=30.5882) Rule 458: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=12.6761, confidence=30.5085) Rule 689: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=12.6761, confidence=30.5085) Rule 753: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=12.6761, confidence=30) Rule 191: Commercial Services= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=27.4648, confidence=29.5455) Rule 576: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=14.0845, confidence=29.4118) Rule 652: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=29.3103) Rule 371: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=16.9014, confidence=29.2683) Rule 693: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=11.9718, confidence=28.8136) Rule 801: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=13.3803, confidence=28.7879) Rule 311: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=16.1972, confidence=28.75) Rule 335: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=15.493, confidence=28.5714) Rule 213: Manufacturing and Production= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=16.1972, confidence=28.3951) Rule 489: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=11.9718, confidence=28.3333) Rule 749: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=28.3333) Rule 537: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=12.6761, confidence=28.125) Rule 534: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=12.6761, confidence=28.125) Rule 405: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=19.0141, confidence=27.551) Rule 282: Education and Health= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=19.7183, confidence=27.451) Rule 805: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=12.6761, confidence=27.2727) Rule 231: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=15.493, confidence=27.1605) Rule 579: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=12.6761, confidence=26.4706) Rule 656: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=10.5634, confidence=25.8621) Rule 402: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=13.3803, confidence=25.6757) Rule 461: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=10.5634, confidence=25.4237) Rule 601: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.9718, confidence=25.3731) Rule 280: Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=14.0845, confidence=25) Rule 834: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1200000-2650000] (support=11.2676, confidence=25) Rule 374: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=14.0845, confidence=24.3902) Rule 257: Retail= NEAR ==> PRICE_RANGE= (2650000-9500000] (support=14.0845, confidence=23.5294) ---------------------------------------------------------------- SORT CLASSIFICATION RULES ---------------------------------------------------------------- [Pos in List: 0]RuleId:71: [Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 78.94736842105263, support: 10.56338028169014) (CRule = true Strong cRule= true) [Pos in List: 1]RuleId:972: [Transport=NEAR, Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 75.0, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 2]RuleId:820: [Public Infrastructure=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 73.91304347826086, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 3]RuleId:590: [Public Infrastructure=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 70.83333333333334, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 4]RuleId:62: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 68.0, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 5]RuleId:1053: [Retail=NEAR, Transport=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 67.85714285714286, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 6]RuleId:965: [Education and Health=NEAR, Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 66.66666666666666, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 7]RuleId:168: [Accomodation, Eating and Drink=NEAR, Transport=NEAR, Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 66.66666666666666, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 8]RuleId:162: [Manufacturing and Production=NEAR, Retail=NEAR, Commercial Services=NEAR, Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 66.66666666666666, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 9]RuleId:792: [Commercial Services=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 65.71428571428571, support: 16.19718309859155) (CRule = false Strong cRule= false) [Pos in List: 10]RuleId:896: [Retail=NEAR, Manufacturing and Production=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 65.51724137931035, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 11]RuleId:122: [Transport=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 65.38461538461539, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 12]RuleId:131: [Commercial Services=NEAR, Transport=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 65.21739130434783, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 13]RuleId:569: [Transport=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 64.86486486486487, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 14]RuleId:82: [Education and Health=NEAR, Transport=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 64.28571428571429, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 15]RuleId:31: [Accomodation, Eating and Drink=NEAR, Transport=NEAR, Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 64.28571428571429, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 16]RuleId:117: [Retail=NEAR, Transport=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 64.0, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 17]RuleId:981: [Education and Health=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 63.33333333333333, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 18]RuleId:940: [Transport=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 63.33333333333333, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 19]RuleId:740: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 63.33333333333333, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 20]RuleId:527: [Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 62.5, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 21]RuleId:91: [Retail=NEAR, Manufacturing and Production=NEAR, Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 62.5, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 22]RuleId:1018: [Commercial Services=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 62.5, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 23]RuleId:395: [Transport=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 61.904761904761905, support: 18.30985915492958) (CRule = false Strong cRule= false) [Pos in List: 24]RuleId:12: [Transport=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 61.53846153846154, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 25]RuleId:275: [Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 61.36363636363637, support: 19.014084507042252) (CRule = false Strong cRule= false) [Pos in List: 26]RuleId:829: [Transport=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 61.29032258064516, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 27]RuleId:597: [Education and Health=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 60.60606060606061, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 28]RuleId:868: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 60.0, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 29]RuleId:680: [Transport=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 59.375, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 30]RuleId:925: [Transport=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 59.25925925925925, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 31]RuleId:269: [Sport and Entertainment=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 57.692307692307686, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 32]RuleId:479: [Transport=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 57.57575757575758, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 33]RuleId:46: [Retail=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 52.94117647058824, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 34]RuleId:174: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 51.724137931034484, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 35]RuleId:952: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 51.42857142857142, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 36]RuleId:1063: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 51.42857142857142, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 37]RuleId:808: [Commercial Services=NEAR, Public Infrastructure=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 51.06382978723404, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 38]RuleId:581: [Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 50.0, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 39]RuleId:908: [Manufacturing and Production=NEAR, Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 50.0, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 40]RuleId:127: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 50.0, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 41]RuleId:539: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 48.78048780487805, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 42]RuleId:87: [Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 48.78048780487805, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 43]RuleId:969: [Public Infrastructure=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 48.57142857142857, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 44]RuleId:985: [Education and Health=NEAR, Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 47.61904761904761, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 45]RuleId:756: [Commercial Services=NEAR, Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 47.368421052631575, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 46]RuleId:67: [Public Infrastructure=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 46.875, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 47]RuleId:380: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 46.34146341463415, support: 26.76056338028169) (CRule = false Strong cRule= false) [Pos in List: 48]RuleId:961: [Education and Health=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 46.2962962962963, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 49]RuleId:57: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 46.15384615384615, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 50]RuleId:261: [Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 45.88235294117647, support: 27.464788732394368) (CRule = false Strong cRule= false) [Pos in List: 51]RuleId:696: [Manufacturing and Production=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 45.65217391304348, support: 14.788732394366196) (CRule = false Strong cRule= false) [Pos in List: 52]RuleId:518: [Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 45.45454545454545, support: 21.12676056338028) (CRule = false Strong cRule= false) [Pos in List: 53]RuleId:728: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 45.3125, support: 20.422535211267608) (CRule = false Strong cRule= false) [Pos in List: 54]RuleId:664: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 44.827586206896555, support: 18.30985915492958) (CRule = false Strong cRule= false) [Pos in List: 55]RuleId:491: [Public Infrastructure=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 44.680851063829785, support: 14.788732394366196) (CRule = false Strong cRule= false) [Pos in List: 56]RuleId:588: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 44.11764705882353, support: 21.12676056338028) (CRule = false Strong cRule= false) [Pos in List: 57]RuleId:467: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 44.06779661016949, support: 18.30985915492958) (CRule = false Strong cRule= false) [Pos in List: 58]RuleId:817: [Retail=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 43.93939393939394, support: 20.422535211267608) (CRule = false Strong cRule= false) [Pos in List: 59]RuleId:546: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 43.75, support: 19.718309859154928) (CRule = false Strong cRule= false) [Pos in List: 60]RuleId:1034: [Education and Health=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 43.58974358974359, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 61]RuleId:150: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 43.58974358974359, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 62]RuleId:2: [Commercial Services=NEAR, Manufacturing and Production=NEAR, Retail=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 42.5531914893617, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 63]RuleId:1008: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 42.5531914893617, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 64]RuleId:881: [Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 42.5, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 65]RuleId:107: [Education and Health=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 42.5, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 66]RuleId:235: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 41.9753086419753, support: 23.943661971830984) (CRule = false Strong cRule= false) [Pos in List: 67]RuleId:765: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 41.66666666666667, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 68]RuleId:917: [Retail=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 41.66666666666667, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 69]RuleId:860: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 41.66666666666667, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 70]RuleId:705: [Manufacturing and Production=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.67796610169492, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 71]RuleId:413: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.54054054054054, support: 21.12676056338028) (CRule = false Strong cRule= false) [Pos in List: 72]RuleId:341: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.25974025974026, support: 21.830985915492956) (CRule = false Strong cRule= false) [Pos in List: 73]RuleId:287: [Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.0, support: 22.535211267605636) (CRule = false Strong cRule= false) [Pos in List: 74]RuleId:498: [Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.0, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 75]RuleId:628: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.0, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 76]RuleId:17: [Commercial Services=NEAR, Public Infrastructure=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 40.0, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 77]RuleId:243: [Open Space=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 39.58333333333333, support: 13.380281690140844) (CRule = true Strong cRule= true) [Pos in List: 78]RuleId:437: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 39.21568627450981, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 79]RuleId:838: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 39.0625, support: 17.6056338028169) (CRule = true Strong cRule= false) [Pos in List: 80]RuleId:929: [Education and Health=NEAR, Manufacturing and Production=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 39.02439024390244, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 81]RuleId:317: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 38.75, support: 21.830985915492956) (CRule = false Strong cRule= false) [Pos in List: 82]RuleId:217: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 38.2716049382716, support: 21.830985915492956) (CRule = false Strong cRule= false) [Pos in List: 83]RuleId:604: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 37.3134328358209, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 84]RuleId:606: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 37.3134328358209, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 85]RuleId:292: [Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 37.254901960784316, support: 26.76056338028169) (CRule = false Strong cRule= false) [Pos in List: 86]RuleId:411: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 36.734693877551024, support: 25.352112676056336) (CRule = false Strong cRule= false) [Pos in List: 87]RuleId:197: [Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 36.36363636363637, support: 33.80281690140845) (CRule = false Strong cRule= false) [Pos in List: 88]RuleId:841: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 35.9375, support: 16.19718309859155) (CRule = false Strong cRule= false) [Pos in List: 89]RuleId:420: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[100000-1200000]]( confidence: 35.714285714285715, support: 24.647887323943664) (CRule = false Strong cRule= false) [Pos in List: 90]RuleId:353: [Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 35.55555555555556, support: 11.267605633802818) (CRule = true Strong cRule= false) [Pos in List: 91]RuleId:852: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 35.41666666666667, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 92]RuleId:286: [Education and Health=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 35.294117647058826, support: 25.352112676056336) (CRule = false Strong cRule= false) [Pos in List: 93]RuleId:431: [Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 35.294117647058826, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 94]RuleId:284: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 35.0, support: 19.718309859154928) (CRule = false Strong cRule= false) [Pos in List: 95]RuleId:512: [Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 34.84848484848485, support: 16.19718309859155) (CRule = false Strong cRule= false) [Pos in List: 96]RuleId:720: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 34.375, support: 15.492957746478872) (CRule = false Strong cRule= false) [Pos in List: 97]RuleId:193: [Commercial Services=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 34.090909090909086, support: 31.690140845070424) (CRule = false Strong cRule= false) [Pos in List: 98]RuleId:998: [Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 34.04255319148936, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 99]RuleId:620: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 34.0, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 100]RuleId:408: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 33.78378378378378, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 101]RuleId:211: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 33.33333333333333, support: 19.014084507042252) (CRule = false Strong cRule= false) [Pos in List: 102]RuleId:949: [Education and Health=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 33.33333333333333, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 103]RuleId:356: [Commercial Services=NEAR, Open Space=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 33.33333333333333, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 104]RuleId:42: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 32.69230769230769, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 105]RuleId:308: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 32.5, support: 18.30985915492958) (CRule = false Strong cRule= false) [Pos in List: 106]RuleId:486: [Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 31.666666666666664, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 107]RuleId:245: [Open Space=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 31.25, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 108]RuleId:905: [Retail=NEAR, Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 31.25, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 109]RuleId:332: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 31.16883116883117, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 110]RuleId:229: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 30.864197530864196, support: 17.6056338028169) (CRule = false Strong cRule= false) [Pos in List: 111]RuleId:255: [Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 30.58823529411765, support: 18.30985915492958) (CRule = false Strong cRule= false) [Pos in List: 112]RuleId:458: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 30.508474576271187, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 113]RuleId:689: [Manufacturing and Production=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 30.508474576271187, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 114]RuleId:753: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 30.0, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 115]RuleId:191: [Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 29.545454545454547, support: 27.464788732394368) (CRule = false Strong cRule= false) [Pos in List: 116]RuleId:576: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 29.411764705882355, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 117]RuleId:652: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 29.310344827586203, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 118]RuleId:371: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 29.268292682926827, support: 16.901408450704224) (CRule = false Strong cRule= false) [Pos in List: 119]RuleId:693: [Manufacturing and Production=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.8135593220339, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 120]RuleId:801: [Retail=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 28.78787878787879, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 121]RuleId:311: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.749999999999996, support: 16.19718309859155) (CRule = false Strong cRule= false) [Pos in List: 122]RuleId:335: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.57142857142857, support: 15.492957746478872) (CRule = false Strong cRule= false) [Pos in List: 123]RuleId:213: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.39506172839506, support: 16.19718309859155) (CRule = false Strong cRule= false) [Pos in List: 124]RuleId:489: [Education and Health=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.333333333333332, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 125]RuleId:749: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 28.333333333333332, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 126]RuleId:534: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 28.125, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 127]RuleId:537: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 28.125, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 128]RuleId:405: [Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 27.55102040816326, support: 19.014084507042252) (CRule = false Strong cRule= false) [Pos in List: 129]RuleId:282: [Education and Health=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 27.450980392156865, support: 19.718309859154928) (CRule = false Strong cRule= false) [Pos in List: 130]RuleId:805: [Retail=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 27.27272727272727, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 131]RuleId:231: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 27.160493827160494, support: 15.492957746478872) (CRule = false Strong cRule= false) [Pos in List: 132]RuleId:579: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 26.47058823529412, support: 12.676056338028168) (CRule = false Strong cRule= false) [Pos in List: 133]RuleId:656: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 25.862068965517242, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 134]RuleId:402: [Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 25.675675675675674, support: 13.380281690140844) (CRule = false Strong cRule= false) [Pos in List: 135]RuleId:461: [Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 25.423728813559322, support: 10.56338028169014) (CRule = false Strong cRule= false) [Pos in List: 136]RuleId:601: [Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 25.37313432835821, support: 11.971830985915492) (CRule = false Strong cRule= false) [Pos in List: 137]RuleId:280: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 25.0, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 138]RuleId:834: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1200000-2650000]]( confidence: 25.0, support: 11.267605633802818) (CRule = false Strong cRule= false) [Pos in List: 139]RuleId:374: [Retail=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 24.390243902439025, support: 14.084507042253522) (CRule = false Strong cRule= false) [Pos in List: 140]RuleId:257: [Retail=NEAR] -> [PRICE_RANGE=(2650000-9500000]]( confidence: 23.52941176470588, support: 14.084507042253522) (CRule = false Strong cRule= false) -------------------------------------------------------------------------- PRINT CLASSIFIER -------------------------------------------------------------------------- [Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[100000-1200000]] [Confidence: 78.94736842105263% Support: 10.56338028169014%] [Open Space=NEAR] -> [PRICE_RANGE=(1200000-2650000]] [Confidence: 39.58333333333333% Support: 13.380281690140844%] Default Class -> [(1200000-2650000]] [Confidence: 0.0% Support: 0.0%] -------------------------------------------------------------------------- CLASSIFY -------------------------------------------------------------------------- Transaction id = 33722 Class label = [100000-1200000] Transaction id = 44523 Class label = [100000-1200000] Transaction id = 60848 Class label = [100000-1200000] Transaction id = 67231 Class label = [100000-1200000] Transaction id = 39720 Class label = [100000-1200000] Transaction id = 59124 Class label = [100000-1200000] Transaction id = 66243 Class label = [100000-1200000] Transaction id = 66283 Class label = [100000-1200000] Transaction id = 73977 Class label = [100000-1200000] Transaction id = 80108 Class label = [100000-1200000] Transaction id = 43503 Class label = [100000-1200000] Transaction id = 62561 Class label = [100000-1200000] Transaction id = 76613 Class label = [100000-1200000] Transaction id = 41704 Class label = [100000-1200000] Transaction id = 63309 Class label = [100000-1200000] Transaction id = 58336 Class label = [100000-1200000] Transaction id = 49707 Class label = (1200000-2650000] Transaction id = 50074 Class label = [100000-1200000] Transaction id = 53316 Class label = [100000-1200000] Transaction id = 62062 Class label = [100000-1200000] -------------------------------------------------------------------------- DISPLAY ACCURACY -------------------------------------------------------------------------- correctClassCounter = 20 unclassifiedCounter = 0 wrongClassCounter = 42 Num case = 62 accuracy = 32.25806451612903 Accuracy = 32.25806451612903 BUILD SUCCESSFUL (total time: 1 minute 8 seconds)