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 1186: Commercial Services= NEAR Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=43.9394) Rule 772: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=19.7628, confidence=43.8596) Rule 1114: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=19.3676, confidence=43.75) Rule 739: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.6008, confidence=43.299) Rule 982: Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.4625, confidence=43.2836) Rule 93: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.4625, confidence=43.2836) Rule 1130: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=18.9723, confidence=42.8571) Rule 974: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.8577, confidence=42.8571) Rule 83: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.8577, confidence=42.8571) Rule 826: Manufacturing and Production= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=42.6471) Rule 283: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=10.2767, confidence=42.623) Rule 1254: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=16.996, confidence=42.5743) Rule 248: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=16.996, confidence=42.5743) Rule 509: Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.6008, confidence=42.4242) Rule 898: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=15.0198, confidence=42.2222) Rule 701: Commercial Services= NEAR Open Space= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=13.834, confidence=42.1687) Rule 784: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=18.9723, confidence=42.1053) Rule 1138: Commercial Services= NEAR Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=42.029) Rule 1226: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.4387, confidence=41.9753) Rule 25: Manufacturing and Production= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=10.2767, confidence=41.9355) Rule 148: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=10.2767, confidence=41.9355) Rule 338: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=10.2767, confidence=41.9355) Rule 565: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=15.0198, confidence=41.7582) Rule 228: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.4387, confidence=41.4634) Rule 480: Open Space= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=14.2292, confidence=41.3793) Rule 213: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.0435, confidence=41.25) Rule 1210: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=41.0256) Rule 790: Education and Health= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=40.8451) Rule 1086: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.834, confidence=40.6977) Rule 622: Commercial Services= NEAR Sport and Entertainment= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.0672, confidence=40.5797) Rule 844: Accomodation, Eating and Drink= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=40.5063) Rule 1214: Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=40.5063) Rule 298: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=12.6482, confidence=40.5063) Rule 374: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=12.6482, confidence=40.5063) Rule 1238: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.4387, confidence=40.4762) Rule 427: Sport and Entertainment= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=40.2778) Rule 288: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=40.2778) Rule 29: Accomodation, Eating and Drink= NEAR Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=40.2778) Rule 601: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.834, confidence=40.2299) Rule 946: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.834, confidence=40.2299) Rule 918: Commercial Services= NEAR Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.0672, confidence=40) Rule 847: Retail= NEAR Transport= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=40) Rule 670: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=23.3202, confidence=39.8649) Rule 751: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=14.2292, confidence=39.5604) Rule 580: Manufacturing and Production= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.0672, confidence=39.4366) Rule 459: Education and Health= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=24.1107, confidence=39.3548) Rule 592: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=14.2292, confidence=39.1304) Rule 475: Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=21.7391, confidence=39.0071) Rule 694: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=20.9486, confidence=38.9706) Rule 1002: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.8577, confidence=38.961) Rule 118: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.8577, confidence=38.961) Rule 934: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=13.834, confidence=38.4615) Rule 1166: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=17.3913, confidence=37.931) Rule 411: Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=18.9723, confidence=37.7953) Rule 811: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=17.3913, confidence=37.6068) Rule 491: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=26.087, confidence=37.2881) Rule 823: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=17.7866, confidence=37.1901) Rule 547: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=18.1818, confidence=37.0968) Rule 718: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=25.2964, confidence=36.9942) Rule 1182: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=17.3913, confidence=36.9748) Rule 21: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.2055, confidence=36.9369) Rule 278: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.2055, confidence=36.9369) Rule 1242: Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.253, confidence=36.9048) Rule 730: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=24.5059, confidence=36.9048) Rule 838: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=21.3439, confidence=36.7347) Rule 1202: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=21.3439, confidence=36.7347) Rule 303: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=36.7089) Rule 380: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=36.7089) Rule 233: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.8577, confidence=36.5854) Rule 503: Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=24.5059, confidence=36.4706) Rule 1006: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.0672, confidence=36.3636) Rule 123: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.0672, confidence=36.3636) Rule 754: Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=13.0435, confidence=36.2637) Rule 218: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=36.25) Rule 1090: Commercial Services= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.253, confidence=36.0465) Rule 1230: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.4625, confidence=35.8025) Rule 841: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=20.5534, confidence=35.3741) Rule 1206: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=20.5534, confidence=35.3741) Rule 1178: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=16.6008, confidence=35.2941) Rule 721: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= [311000-1000000] (support=24.1107, confidence=35.2601) Rule 938: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=35.1648) Rule 17: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=15.415, confidence=35.1351) Rule 273: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=15.415, confidence=35.1351) Rule 808: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=16.2055, confidence=35.0427) Rule 493: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= [311000-1000000] (support=24.5059, confidence=35.0282) Rule 595: Accomodation, Eating and Drink= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=12.6482, confidence=34.7826) Rule 820: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=16.6008, confidence=34.7107) Rule 1: Accomodation, Eating and Drink= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=13.834, confidence=34.6535) Rule 253: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=13.834, confidence=34.6535) Rule 443: Commercial Services= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=33.2016, confidence=34.5679) Rule 1162: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=15.8103, confidence=34.4828) Rule 604: Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.8577, confidence=34.4828) Rule 950: Commercial Services= NEAR Public Infrastructure= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.8577, confidence=34.4828) Rule 787: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=15.415, confidence=34.2105) Rule 461: Education and Health= NEAR ==> PRICE_RANGE= [311000-1000000] (support=20.9486, confidence=34.1935) Rule 445: Commercial Services= NEAR ==> PRICE_RANGE= [311000-1000000] (support=32.8063, confidence=34.1564) Rule 505: Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=22.9249, confidence=34.1176) Rule 733: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=22.5296, confidence=33.9286) Rule 1134: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= [311000-1000000] (support=15.0198, confidence=33.9286) Rule 673: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [311000-1000000] (support=19.7628, confidence=33.7838) Rule 775: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= [311000-1000000] (support=15.0198, confidence=33.3333) Rule 902: Commercial Services= NEAR Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.8577, confidence=33.3333) Rule 691: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=17.7866, confidence=33.0882) Rule 550: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.2055, confidence=33.0645) Rule 1118: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= [311000-1000000] (support=14.6245, confidence=33.0357) Rule 568: Education and Health= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=11.8577, confidence=32.967) Rule 473: Manufacturing and Production= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=18.1818, confidence=32.6241) Rule 413: Public Infrastructure= NEAR ==> PRICE_RANGE= [311000-1000000] (support=16.2055, confidence=32.2835) Rule 433: Commercial Services= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=30.0395, confidence=31.2757) Rule 401: Public Infrastructure= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=15.0198, confidence=29.9213) Rule 499: Open Space= NEAR ==> PRICE_RANGE= [311000-1000000] (support=10.2767, confidence=29.8851) Rule 532: Commercial Services= NEAR Public Infrastructure= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=14.6245, confidence=29.8387) Rule 482: Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=19.7628, confidence=29.4118) Rule 484: Transport= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=11.4625, confidence=29.2929) Rule 704: Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=19.3676, confidence=29.1667) Rule 707: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=11.0672, confidence=28.866) Rule 463: Manufacturing and Production= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=15.8103, confidence=28.3688) Rule 507: Transport= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=11.0672, confidence=28.2828) Rule 797: Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=13.4387, confidence=28.0992) Rule 676: Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=15.0198, confidence=27.9412) Rule 7: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=12.253, confidence=27.9279) Rule 260: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=12.253, confidence=27.9279) Rule 831: Accomodation, Eating and Drink= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=16.2055, confidence=27.8912) Rule 1192: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=16.2055, confidence=27.8912) Rule 736: Commercial Services= NEAR Transport= NEAR ==> PRICE_RANGE= (1000000-1700000] (support=10.6719, confidence=27.8351) Rule 698: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=18.9723, confidence=27.7457) Rule 1147: Commercial Services= NEAR Manufacturing and Production= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=13.0435, confidence=27.7311) Rule 478: Accomodation, Eating and Drink= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=19.3676, confidence=27.6836) Rule 1143: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=12.6482, confidence=27.5862) Rule 794: Accomodation, Eating and Drink= NEAR Manufacturing and Production= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=12.6482, confidence=27.3504) Rule 449: Education and Health= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=16.2055, confidence=26.4516) Rule 655: Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=15.415, confidence=26.3514) Rule 761: Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=10.6719, confidence=23.6842) Rule 1095: Accomodation, Eating and Drink= NEAR Commercial Services= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=10.2767, confidence=23.2143) Rule 1099: Commercial Services= NEAR Education and Health= NEAR Retail= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=10.2767, confidence=23.2143) Rule 758: Accomodation, Eating and Drink= NEAR Education and Health= NEAR ==> PRICE_RANGE= (1700000-14500000] (support=10.2767, confidence=22.807) ---------------------------------------------------------------- SORT CLASSIFICATION RULES ---------------------------------------------------------------- [Pos in List: 0]RuleId:1186: [Transport=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 43.93939393939394, support: 11.462450592885375) (CRule = true Strong cRule= true) [Pos in List: 1]RuleId:772: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 43.859649122807014, support: 19.76284584980237) (CRule = true Strong cRule= true) [Pos in List: 2]RuleId:1114: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 43.75, support: 19.367588932806324) (CRule = true Strong cRule= false) [Pos in List: 3]RuleId:739: [Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 43.29896907216495, support: 16.600790513833992) (CRule = false Strong cRule= false) [Pos in List: 4]RuleId:982: [Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 43.28358208955223, support: 11.462450592885375) (CRule = true Strong cRule= true) [Pos in List: 5]RuleId:93: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 43.28358208955223, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 6]RuleId:1130: [Commercial Services=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.857142857142854, support: 18.972332015810274) (CRule = false Strong cRule= false) [Pos in List: 7]RuleId:974: [Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.857142857142854, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 8]RuleId:83: [Commercial Services=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.857142857142854, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 9]RuleId:826: [Manufacturing and Production=NEAR, Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 42.64705882352941, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 10]RuleId:283: [Transport=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 42.62295081967213, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 11]RuleId:1254: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.57425742574257, support: 16.99604743083004) (CRule = false Strong cRule= false) [Pos in List: 12]RuleId:248: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.57425742574257, support: 16.99604743083004) (CRule = false Strong cRule= false) [Pos in List: 13]RuleId:509: [Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 42.42424242424242, support: 16.600790513833992) (CRule = false Strong cRule= false) [Pos in List: 14]RuleId:898: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.22222222222222, support: 15.019762845849801) (CRule = false Strong cRule= false) [Pos in List: 15]RuleId:701: [Open Space=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 42.168674698795186, support: 13.83399209486166) (CRule = true Strong cRule= true) [Pos in List: 16]RuleId:784: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 42.10526315789473, support: 18.972332015810274) (CRule = false Strong cRule= false) [Pos in List: 17]RuleId:1138: [Commercial Services=NEAR, Education and Health=NEAR, Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 42.028985507246375, support: 11.462450592885375) (CRule = true Strong cRule= false) [Pos in List: 18]RuleId:1226: [Manufacturing and Production=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.9753086419753, support: 13.438735177865613) (CRule = false Strong cRule= false) [Pos in List: 19]RuleId:25: [Transport=NEAR, Retail=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 41.935483870967744, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 20]RuleId:148: [Public Infrastructure=NEAR, Retail=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.935483870967744, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 21]RuleId:338: [Education and Health=NEAR, Commercial Services=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.935483870967744, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 22]RuleId:565: [Public Infrastructure=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.75824175824176, support: 15.019762845849801) (CRule = false Strong cRule= false) [Pos in List: 23]RuleId:228: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.46341463414634, support: 13.438735177865613) (CRule = false Strong cRule= false) [Pos in List: 24]RuleId:480: [Open Space=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 41.37931034482759, support: 14.229249011857709) (CRule = false Strong cRule= false) [Pos in List: 25]RuleId:213: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 41.25, support: 13.043478260869565) (CRule = false Strong cRule= false) [Pos in List: 26]RuleId:1210: [Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 41.02564102564102, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 27]RuleId:790: [Transport=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.845070422535215, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 28]RuleId:1086: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.69767441860465, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 29]RuleId:622: [Commercial Services=NEAR, Sport and Entertainment=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.57971014492754, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 30]RuleId:844: [Transport=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.50632911392405, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 31]RuleId:1214: [Transport=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.50632911392405, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 32]RuleId:298: [Retail=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.50632911392405, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 33]RuleId:374: [Accomodation, Eating and Drink=NEAR, Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.50632911392405, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 34]RuleId:1238: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.476190476190474, support: 13.438735177865613) (CRule = false Strong cRule= false) [Pos in List: 35]RuleId:427: [Sport and Entertainment=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.27777777777778, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 36]RuleId:29: [Transport=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.27777777777778, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 37]RuleId:288: [Transport=NEAR, Retail=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.27777777777778, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 38]RuleId:601: [Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.229885057471265, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 39]RuleId:946: [Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 40.229885057471265, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 40]RuleId:847: [Retail=NEAR, Transport=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.0, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 41]RuleId:918: [Public Infrastructure=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 40.0, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 42]RuleId:670: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 39.86486486486486, support: 23.3201581027668) (CRule = false Strong cRule= false) [Pos in List: 43]RuleId:751: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 39.56043956043956, support: 14.229249011857709) (CRule = false Strong cRule= false) [Pos in List: 44]RuleId:580: [Manufacturing and Production=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 39.436619718309856, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 45]RuleId:459: [Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 39.35483870967742, support: 24.110671936758894) (CRule = false Strong cRule= false) [Pos in List: 46]RuleId:592: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 39.130434782608695, support: 14.229249011857709) (CRule = false Strong cRule= false) [Pos in List: 47]RuleId:475: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 39.00709219858156, support: 21.73913043478261) (CRule = false Strong cRule= false) [Pos in List: 48]RuleId:694: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 38.970588235294116, support: 20.948616600790515) (CRule = false Strong cRule= false) [Pos in List: 49]RuleId:1002: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 38.961038961038966, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 50]RuleId:118: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 38.961038961038966, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 51]RuleId:934: [Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 38.46153846153847, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 52]RuleId:1166: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 37.93103448275862, support: 17.391304347826086) (CRule = false Strong cRule= false) [Pos in List: 53]RuleId:411: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 37.79527559055118, support: 18.972332015810274) (CRule = false Strong cRule= false) [Pos in List: 54]RuleId:811: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 37.60683760683761, support: 17.391304347826086) (CRule = false Strong cRule= false) [Pos in List: 55]RuleId:491: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 37.28813559322034, support: 26.08695652173913) (CRule = false Strong cRule= false) [Pos in List: 56]RuleId:823: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 37.1900826446281, support: 17.786561264822133) (CRule = false Strong cRule= false) [Pos in List: 57]RuleId:547: [Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 37.096774193548384, support: 18.181818181818183) (CRule = false Strong cRule= false) [Pos in List: 58]RuleId:718: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 36.99421965317919, support: 25.296442687747035) (CRule = false Strong cRule= false) [Pos in List: 59]RuleId:1182: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.97478991596639, support: 17.391304347826086) (CRule = false Strong cRule= false) [Pos in List: 60]RuleId:21: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.93693693693694, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 61]RuleId:278: [Retail=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.93693693693694, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 62]RuleId:730: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 36.904761904761905, support: 24.50592885375494) (CRule = false Strong cRule= false) [Pos in List: 63]RuleId:1242: [Education and Health=NEAR, Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.904761904761905, support: 12.25296442687747) (CRule = false Strong cRule= false) [Pos in List: 64]RuleId:838: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 36.734693877551024, support: 21.34387351778656) (CRule = false Strong cRule= false) [Pos in List: 65]RuleId:1202: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 36.734693877551024, support: 21.34387351778656) (CRule = false Strong cRule= false) [Pos in List: 66]RuleId:303: [Retail=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.708860759493675, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 67]RuleId:380: [Accomodation, Eating and Drink=NEAR, Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.708860759493675, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 68]RuleId:233: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.58536585365854, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 69]RuleId:503: [Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 36.470588235294116, support: 24.50592885375494) (CRule = false Strong cRule= false) [Pos in List: 70]RuleId:1006: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.36363636363637, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 71]RuleId:123: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.36363636363637, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 72]RuleId:754: [Manufacturing and Production=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.26373626373626, support: 13.043478260869565) (CRule = false Strong cRule= false) [Pos in List: 73]RuleId:218: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.25, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 74]RuleId:1090: [Manufacturing and Production=NEAR, Commercial Services=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 36.04651162790697, support: 12.25296442687747) (CRule = false Strong cRule= false) [Pos in List: 75]RuleId:1230: [Manufacturing and Production=NEAR, Education and Health=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.80246913580247, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 76]RuleId:841: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.374149659863946, support: 20.55335968379447) (CRule = false Strong cRule= false) [Pos in List: 77]RuleId:1206: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.374149659863946, support: 20.55335968379447) (CRule = false Strong cRule= false) [Pos in List: 78]RuleId:1178: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 35.294117647058826, support: 16.600790513833992) (CRule = false Strong cRule= false) [Pos in List: 79]RuleId:721: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.26011560693642, support: 24.110671936758894) (CRule = false Strong cRule= false) [Pos in List: 80]RuleId:938: [Accomodation, Eating and Drink=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.16483516483517, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 81]RuleId:17: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 35.13513513513514, support: 15.41501976284585) (CRule = false Strong cRule= false) [Pos in List: 82]RuleId:273: [Retail=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 35.13513513513514, support: 15.41501976284585) (CRule = false Strong cRule= false) [Pos in List: 83]RuleId:808: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 35.04273504273504, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 84]RuleId:493: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 35.02824858757062, support: 24.50592885375494) (CRule = false Strong cRule= false) [Pos in List: 85]RuleId:595: [Public Infrastructure=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.78260869565217, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 86]RuleId:820: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 34.710743801652896, support: 16.600790513833992) (CRule = false Strong cRule= false) [Pos in List: 87]RuleId:1: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.65346534653465, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 88]RuleId:253: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.65346534653465, support: 13.83399209486166) (CRule = false Strong cRule= false) [Pos in List: 89]RuleId:443: [Commercial Services=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 34.5679012345679, support: 33.201581027667984) (CRule = false Strong cRule= false) [Pos in List: 90]RuleId:1162: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 34.48275862068966, support: 15.810276679841898) (CRule = false Strong cRule= false) [Pos in List: 91]RuleId:604: [Retail=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.48275862068966, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 92]RuleId:950: [Public Infrastructure=NEAR, Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.48275862068966, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 93]RuleId:787: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.21052631578947, support: 15.41501976284585) (CRule = false Strong cRule= false) [Pos in List: 94]RuleId:461: [Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.193548387096776, support: 20.948616600790515) (CRule = false Strong cRule= false) [Pos in List: 95]RuleId:445: [Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.15637860082305, support: 32.80632411067194) (CRule = false Strong cRule= false) [Pos in List: 96]RuleId:505: [Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 34.11764705882353, support: 22.92490118577075) (CRule = false Strong cRule= false) [Pos in List: 97]RuleId:733: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.92857142857143, support: 22.529644268774703) (CRule = false Strong cRule= false) [Pos in List: 98]RuleId:1134: [Commercial Services=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.92857142857143, support: 15.019762845849801) (CRule = false Strong cRule= false) [Pos in List: 99]RuleId:673: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.78378378378378, support: 19.76284584980237) (CRule = false Strong cRule= false) [Pos in List: 100]RuleId:775: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.33333333333333, support: 15.019762845849801) (CRule = false Strong cRule= false) [Pos in List: 101]RuleId:902: [Education and Health=NEAR, Public Infrastructure=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.33333333333333, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 102]RuleId:691: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 33.088235294117645, support: 17.786561264822133) (CRule = false Strong cRule= false) [Pos in List: 103]RuleId:550: [Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.064516129032256, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 104]RuleId:1118: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 33.035714285714285, support: 14.624505928853754) (CRule = false Strong cRule= false) [Pos in List: 105]RuleId:568: [Public Infrastructure=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 32.967032967032964, support: 11.857707509881422) (CRule = false Strong cRule= false) [Pos in List: 106]RuleId:473: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 32.62411347517731, support: 18.181818181818183) (CRule = false Strong cRule= false) [Pos in List: 107]RuleId:413: [Public Infrastructure=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 32.28346456692913, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 108]RuleId:433: [Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 31.275720164609055, support: 30.039525691699602) (CRule = false Strong cRule= false) [Pos in List: 109]RuleId:401: [Public Infrastructure=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 29.92125984251969, support: 15.019762845849801) (CRule = true Strong cRule= false) [Pos in List: 110]RuleId:499: [Open Space=NEAR] -> [PRICE_RANGE=[311000-1000000]]( confidence: 29.88505747126437, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 111]RuleId:532: [Commercial Services=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 29.838709677419356, support: 14.624505928853754) (CRule = false Strong cRule= false) [Pos in List: 112]RuleId:482: [Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 29.411764705882355, support: 19.76284584980237) (CRule = true Strong cRule= false) [Pos in List: 113]RuleId:484: [Transport=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 29.292929292929294, support: 11.462450592885375) (CRule = false Strong cRule= false) [Pos in List: 114]RuleId:704: [Commercial Services=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 29.166666666666668, support: 19.367588932806324) (CRule = false Strong cRule= false) [Pos in List: 115]RuleId:707: [Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 28.865979381443296, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 116]RuleId:463: [Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 28.368794326241137, support: 15.810276679841898) (CRule = false Strong cRule= false) [Pos in List: 117]RuleId:507: [Transport=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 28.28282828282828, support: 11.067193675889328) (CRule = false Strong cRule= false) [Pos in List: 118]RuleId:797: [Manufacturing and Production=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 28.09917355371901, support: 13.438735177865613) (CRule = false Strong cRule= false) [Pos in List: 119]RuleId:676: [Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.941176470588236, support: 15.019762845849801) (CRule = false Strong cRule= false) [Pos in List: 120]RuleId:7: [Retail=NEAR, Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.927927927927925, support: 12.25296442687747) (CRule = false Strong cRule= false) [Pos in List: 121]RuleId:260: [Retail=NEAR, Manufacturing and Production=NEAR, Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.927927927927925, support: 12.25296442687747) (CRule = false Strong cRule= false) [Pos in List: 122]RuleId:831: [Accomodation, Eating and Drink=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.89115646258503, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 123]RuleId:1192: [Retail=NEAR, Commercial Services=NEAR, Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.89115646258503, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 124]RuleId:736: [Commercial Services=NEAR, Transport=NEAR] -> [PRICE_RANGE=(1000000-1700000]]( confidence: 27.835051546391753, support: 10.67193675889328) (CRule = false Strong cRule= false) [Pos in List: 125]RuleId:698: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.74566473988439, support: 18.972332015810274) (CRule = false Strong cRule= false) [Pos in List: 126]RuleId:1147: [Retail=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.73109243697479, support: 13.043478260869565) (CRule = false Strong cRule= false) [Pos in List: 127]RuleId:478: [Accomodation, Eating and Drink=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.683615819209038, support: 19.367588932806324) (CRule = false Strong cRule= false) [Pos in List: 128]RuleId:1143: [Accomodation, Eating and Drink=NEAR, Commercial Services=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.586206896551722, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 129]RuleId:794: [Accomodation, Eating and Drink=NEAR, Manufacturing and Production=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 27.350427350427353, support: 12.648221343873518) (CRule = false Strong cRule= false) [Pos in List: 130]RuleId:449: [Education and Health=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 26.451612903225808, support: 16.205533596837945) (CRule = false Strong cRule= false) [Pos in List: 131]RuleId:655: [Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 26.351351351351347, support: 15.41501976284585) (CRule = false Strong cRule= false) [Pos in List: 132]RuleId:761: [Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 23.684210526315788, support: 10.67193675889328) (CRule = false Strong cRule= false) [Pos in List: 133]RuleId:1099: [Commercial Services=NEAR, Education and Health=NEAR, Retail=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 23.214285714285715, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 134]RuleId:1095: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 23.214285714285715, support: 10.276679841897234) (CRule = false Strong cRule= false) [Pos in List: 135]RuleId:758: [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1700000-14500000]]( confidence: 22.807017543859647, support: 10.276679841897234) (CRule = false Strong cRule= false) -------------------------------------------------------------------------- PRINT CLASSIFIER -------------------------------------------------------------------------- [Transport=NEAR, Manufacturing and Production=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=[311000-1000000]] [Confidence: 43.93939393939394% Support: 11.462450592885375%] [Accomodation, Eating and Drink=NEAR, Education and Health=NEAR] -> [PRICE_RANGE=(1000000-1700000]] [Confidence: 43.859649122807014% Support: 19.76284584980237%] [Retail=NEAR, Education and Health=NEAR, Public Infrastructure=NEAR] -> [PRICE_RANGE=(1000000-1700000]] [Confidence: 43.28358208955223% Support: 11.462450592885375%] [Open Space=NEAR, Commercial Services=NEAR] -> [PRICE_RANGE=(1700000-14500000]] [Confidence: 42.168674698795186% Support: 13.83399209486166%] Default Class -> [[311000-1000000]] [Confidence: 0.0% Support: 0.0%] -------------------------------------------------------------------------- CLASSIFY -------------------------------------------------------------------------- Transaction id = 36204 Class label = [311000-1000000] Transaction id = 48896 Class label = [311000-1000000] Transaction id = 66103 Class label = [311000-1000000] Transaction id = 48833 Class label = [311000-1000000] Transaction id = 67406 Class label = [311000-1000000] Transaction id = 73407 Class label = [311000-1000000] Transaction id = 75914 Class label = [311000-1000000] Transaction id = 75920 Class label = [311000-1000000] Transaction id = 77254 Class label = [311000-1000000] Transaction id = 40749 Class label = (1000000-1700000] Transaction id = 44656 Class label = [311000-1000000] Transaction id = 46532 Class label = [311000-1000000] Transaction id = 49069 Class label = [311000-1000000] Transaction id = 49776 Class label = [311000-1000000] Transaction id = 64848 Class label = [311000-1000000] Transaction id = 73064 Class label = [311000-1000000] Transaction id = 74368 Class label = [311000-1000000] Transaction id = 61446 Class label = [311000-1000000] Transaction id = 69970 Class label = [311000-1000000] Transaction id = 35796 Class label = [311000-1000000] Transaction id = 41156 Class label = [311000-1000000] Transaction id = 61166 Class label = [311000-1000000] Transaction id = 61447 Class label = [311000-1000000] Transaction id = 76787 Class label = [311000-1000000] Transaction id = 78312 Class label = [311000-1000000] Transaction id = 32353 Class label = [311000-1000000] Transaction id = 45022 Class label = [311000-1000000] Transaction id = 78043 Class label = [311000-1000000] Transaction id = 32473 Class label = [311000-1000000] Transaction id = 39630 Class label = [311000-1000000] Transaction id = 66313 Class label = [311000-1000000] Transaction id = 77219 Class label = [311000-1000000] Transaction id = 40103 Class label = [311000-1000000] Transaction id = 58492 Class label = [311000-1000000] Transaction id = 60169 Class label = [311000-1000000] Transaction id = 61035 Class label = [311000-1000000] Transaction id = 62274 Class label = [311000-1000000] Transaction id = 65701 Class label = [311000-1000000] Transaction id = 68696 Class label = (1700000-14500000] Transaction id = 71838 Class label = (1700000-14500000] Transaction id = 74297 Class label = [311000-1000000] Transaction id = 78079 Class label = (1000000-1700000] -------------------------------------------------------------------------- DISPLAY ACCURACY -------------------------------------------------------------------------- correctClassCounter = 42 unclassifiedCounter = 0 wrongClassCounter = 74 Num case = 116 accuracy = 36.206896551724135 Accuracy = 36.206896551724135 BUILD SUCCESSFUL (total time: 1 minute 8 seconds)