Table 2.
Selected resultant rules from the ARM algorithm DESigFAR
| (a) Rules for wave-1&2 local case rate; POI accessibility was used | P | ||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | ||
| 1 | prop_higher_edu > 0.361 (p85) | rate_local12 > 0.143 (p86) | 10.73 | 0.33 | 5.98 | 0.18 | 3.34E−05 |
| 2 | med_income > 18,518.024 (p62) | rate_local12 > 0.136 (p85) | 20.40 | 0.24 | 7.24 | 0.09 | 5.54E−05 |
| 3 | med_area_home > 16.093 (p47) | rate_local12 > 0.136 (p85) | 26.44 | 0.23 | 8.43 | 0.07 | 6.08E−05 |
| 4 | gender_ratio > 106.692 (p92) | rate_local12 > 0.107 (p81) | 9.88 | 0.57 | 6.33 | 0.36 | 1.48E−05 |
| 5 | prop_over65 > 0.204 (p84) | rate_local12 < 0.005 (p45) | 25.42 | 0.76 | 10.35 | 0.31 | 6.96E−05 |
| 6 | prop_private_resid > 0.101 (p66) | rate_local12 > 0.046 (p63) | 39.60 | 0.52 | 11.15 | 0.15 | 2.84E−06 |
| 7 | prop_private_resid < 0.011 (p28) | rate_local12 < 0.002 (p45) | 43.51 | 0.74 | 16.71 | 0.28 | 1.14E−07 |
| 8 | prop_industrial < 0.001 (p47) | rate_local12 > 0.104 (p80) | 33.96 | 0.34 | 12.94 | 0.13 | 3.96E−06 |
| 9 | LU_entropy < 0.543 (p46) | rate_local12 > 0.106 (p80) | 29.65 | 0.30 | 9.50 | 0.10 | 6.50E−05 |
| 10 | LU_entropy > 0.543 (p46) | rate_local12 = 0.006–0.106 (p45-80) | 54.87 | 0.47 | 15.52 | 0.13 | 1.60E−06 |
| 11 | prop_rural_set < 0.008 (p56) | rate_local12 > 0.038 (p60) | 61.34 | 0.52 | 13.81 | 0.12 | 6.93E−05 |
| (b) Rules for wave-1&2 imported case rate; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | prop_higher_edu > 0.364 (p85) | rate_imported12 > 0.124 (p71) | 24.89 | 0.78 | 15.77 | 0.49 | 6.85E−11 |
| 2 | prop_higher_edu < 0.170 (p37) | rate_imported12 < 0.039 (p50) | 57.65 | 0.73 | 17.91 | 0.23 | 3.65E−07 |
| 3 | med_income > 19,583.009 (p65) | rate_imported12 > 0.110 (p70) | 44.69 | 0.62 | 22.24 | 0.31 | 1.22E-15 |
| 4 | med_income < 19,583.009 (p65) | rate_imported12 < 0.110 (p70) | 120.22 | 0.85 | 22.51 | 0.16 | 1.22E-15 |
| 5 | med_area_home > 25.388 (p86) | rate_imported12 > 0.169 (p78) | 19.27 | 0.66 | 12.70 | 0.44 | 1.69E-12 |
| 6 | gender_ratio > 94.842 (p64) | rate_imported12 > 0.207 (p81) | 26.22 | 0.32 | 10.36 | 0.13 | 6.60E−05 |
| 7 | prop_over65 < 0.140 (p35) | rate_imported12 > 0.083 (p65) | 38.57 | 0.53 | 11.66 | 0.16 | 5.07E−05 |
| 8 | prop_over65 > 0.140 (p35) | rate_imported12 < 0.083 (p65) | 100.87 | 0.72 | 11.69 | 0.08 | 5.07E−05 |
| 9 | ave_household_size > 3.250 (p87) | rate_imported12 > 0.110 (p70) | 20.27 | 0.76 | 11.98 | 0.45 | 6.18E−09 |
| 10 | den_population = 673.564–26,483.860 (p13-60) | rate_imported12 > 0.084 (p66) | 46.61 | 0.48 | 11.11 | 0.11 | 2.65E−05 |
| 11 | den_public_trans < 3.592 (p25) | rate_imported12 < 0.004 (p36) | 33.98 | 0.63 | 14.57 | 0.27 | 1.77E−06 |
| 12 | den_population < 673.564 (p13) | rate_imported12 < 0.004 (p36) | 18.89 | 0.70 | 9.22 | 0.34 | 3.94E−06 |
| 13 | build_area_pp > 75.116 (p54) &prop_private_resid > 0.239 (p85) | rate_imported12 > 0.184 (p80) | 8.11 | 0.85 | 6.08 | 0.49 | 6.97E−05 |
| 14 | prop_private_resid < 0.002 (p19) | rate_imported12 < 0.005 (p36) | 30.69 | 0.75 | 16.01 | 0.39 | 4.10E−09 |
| 15 | prop_publicResid < 0.034 (p69) | rate_imported12 > 0.103 (p69) | 62.20 | 0.43 | 15.37 | 0.11 | 1.72E−08 |
| 16 | prop_industrial < 0.000 (p43) | rate_imported12 > 0.097 (p68) | 44.29 | 0.49 | 13.89 | 0.15 | 1.39E−06 |
| 17 | LU_entropy < 0.561 (p51) | rate_imported12 > 0.099 (p68) | 48.70 | 0.45 | 12.73 | 0.12 | 5.05E−05 |
| 18 | LU_entropy > 0.561 (p51) | rate_imported12 = 0.001–0.099 (p36-68) | 46.64 | 0.44 | 13.70 | 0.13 | 6.21E−05 |
| 19 | build_area_pp = 51.859–202.851 (p43-89) | rate_imported12 > 0.105 (p69) | 47.53 | 0.48 | 15.73 | 0.16 | 3.57E−07 |
| 20 | build_area_pp > 71.028 (p53) &prop_rural_set > 0.026 (p66) | rate_imported12 < 0.004 (p36) | 26.61 | 0.69 | 12.69 | 0.22 | 1.88E−05 |
| 21 | prop_agricultural > 0.055 (p81) | rate_imported12 < 0.003 (p36) | 25.97 | 0.63 | 11.25 | 0.27 | 2.23E−05 |
| 22 | prop_gov_insti_faci > 0.030 (p41) | rate_imported12 = 0.003–0.124 (p36-71) | 62.21 | 0.49 | 16.38 | 0.13 | 3.90E−08 |
| 23 | prop_transport > 0.121 (p50) | rate_imported12 = 0.004–0.080 (p36-64) | 43.70 | 0.40 | 12.51 | 0.11 | 4.34E−05 |
| 24 | POI_pp_sports > 30.523 (p67) | rate_imported12 > 0.196 (p80) | 28.89 | 0.41 | 14.60 | 0.21 | 5.62E−08 |
| 25 | POI_pp_telecom_elec > 25.431 (p76) | rate_imported12 > 0.213 (p81) | 24.73 | 0.46 | 14.51 | 0.27 | 5.34E−10 |
| 26 | POI_pp_transport > 39.200 (p61) | rate_imported12 > 0.188 (p80) | 32.28 | 0.37 | 14.25 | 0.17 | 1.27E−07 |
| 27 | POI_pp_mall_mkt > 10.941 (p75) | rate_imported12 > 0.202 (p80) | 25.16 | 0.45 | 14.06 | 0.25 | 1.15E−08 |
| 28 | POI_pp_edu > 22.306 (p79) | rate_imported12 > 0.187 (p80) | 22.41 | 0.48 | 12.67 | 0.27 | 2.78E−08 |
| 29 | POI_pp_telecom_elec < 6.513 (p36) | rate_imported12 = 0.004–0.091 (p36-67) | 48.88 | 0.64 | 25.23 | 0.33 | 1.78E−15 |
| 30 | POI_pp_sports < 6.556 (p22) | rate_imported12 = 0.004–0.108 (p36-70) | 37.48 | 0.77 | 21.29 | 0.44 | 1.32E−13 |
| 31 | POI_pp_edu < 3.533 (p20) | rate_imported12 = 0.003–0.078 (p36-64) | 32.83 | 0.75 | 20.52 | 0.47 | 8.59E−14 |
| 32 | POI_pp_mall_mkt < 1.922 (p22) | rate_imported12 = 0.003–0.083 (p36-66) | 33.73 | 0.73 | 20.19 | 0.44 | 8.37E−12 |
| 33 | POI_pp_transport < 4.899 (p9) | rate_imported12 = 0.003–0.084 (p36-66) | 18.09 | 0.89 | 12.07 | 0.59 | 1.59E−08 |
| 34 | POI_pp_transport = 4.899–8.368 (p9-19) | rate_imported12 = 0.003–0.084 (p36-66) | 14.37 | 0.74 | 8.63 | 0.44 | 1.21E−05 |
| (c) Rules for wave-3 local case rate; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | prop_higher_edu < 0.237 (p62) | rate_local3 > 0.335 (p53) | 75.42 | 0.57 | 14.15 | 0.11 | 7.00E−06 |
| 2 | prop_higher_edu > 0.237 (p62) | rate_local3 < 0.335 (p53) | 58.31 | 0.71 | 13.93 | 0.17 | 7.00E−06 |
| 3 | med_income < 15,406.084 (p39) | rate_local3 > 0.335 (p53) | 57.08 | 0.66 | 16.75 | 0.19 | 1.49E−06 |
| 4 | med_income > 24,009.220 (p79) | rate_local3 < 0.335 (p53) | 38.57 | 0.84 | 13.99 | 0.31 | 3.40E−07 |
| 5 | med_area_home < 13.826 (p27) | rate_local3 > 0.340 (p54) | 43.20 | 0.76 | 16.91 | 0.30 | 1.26E−08 |
| 6 | med_area_home > 19.838 (p65) | rate_local3 < 0.340 (p54) | 56.62 | 0.75 | 15.50 | 0.20 | 5.08E−08 |
| 7 | prop_over65 > 0.141 (p36) | rate_local3 > 0.274 (p47) | 85.51 | 0.61 | 10.65 | 0.08 | 8.15E−05 |
| 8 | prop_over65 < 0.141 (p36) | rate_local3 < 0.274 (p47) | 44.95 | 0.61 | 10.53 | 0.14 | 8.15E−05 |
| 9 | ave_household_size < 2.580 (p17) | rate_local3 > 0.621 (p79) | 18.74 | 0.43 | 9.54 | 0.22 | 2.66E−05 |
| 10 | ave_household_size > 2.925 (p63) | rate_local3 < 0.621 (p79) | 78.93 | 0.91 | 9.95 | 0.11 | 8.13E−05 |
| 11 | den_population > 21,684.808 (p53) | rate_local3 > 0.267 (p47) | 68.18 | 0.69 | 14.02 | 0.14 | 3.31E−05 |
| 12 | den_road > 9.024 (p43) | rate_local3 > 0.407 (p59) | 59.85 | 0.49 | 11.28 | 0.09 | 5.28E−05 |
| 13 | den_bldg > 0.136 (p43) | rate_local3 > 0.411 (p59) | 59.27 | 0.47 | 10.35 | 0.08 | 8.32E−05 |
| 14 | den_population < 21,684.808 (p53) | rate_local3 < 0.267 (p47) | 66.24 | 0.58 | 14.34 | 0.13 | 3.31E−05 |
| 15 | den_public_trans < 4.083 (p28) | rate_local3 < 0.016 (p15) | 23.50 | 0.40 | 14.24 | 0.24 | 9.33E-10 |
| 16 | den_road < 9.024 (p43) | rate_local3 < 0.407 (p59) | 66.36 | 0.73 | 11.35 | 0.12 | 5.28E−05 |
| 17 | den_bldg < 0.136 (p43) | rate_local3 < 0.411 (p59) | 64.66 | 0.72 | 10.38 | 0.12 | 8.32E−05 |
| 18 | prop_higher_edu < 0.212 (p54) &prop_private_resid > 0.104 (p66) | rate_local3 > 0.372 (p57) | 17.56 | 0.94 | 9.55 | 0.39 | 3.17E−05 |
| 19 | prop_private_resid < 0.021 (p36) | rate_local3 < 0.041 (p16) | 22.79 | 0.30 | 10.35 | 0.14 | 4.46E−05 |
| 20 | prop_publicResid > 0.063 (p74) | rate_local3 > 0.295 (p50) | 40.41 | 0.74 | 12.49 | 0.23 | 6.57E−05 |
| 21 | prop_publicResid < 0.063 (p74) | rate_local3 < 0.295 (p50) | 90.45 | 0.57 | 12.43 | 0.08 | 6.57E−05 |
| 22 | med_income < 18,723.236 (p62) &prop_rural_set < 0.000 (p44) &prop_industrial < 0.008 (p69) | rate_local3 > 0.428 (p63) | 29.28 | 0.77 | 15.05 | 0.15 | 6.34E−05 |
| 23 | build_area_pp < 61.380 (p50) | rate_local3 > 0.222 (p38) | 75.64 | 0.75 | 14.46 | 0.14 | 6.15E−06 |
| 24 | build_area_pp > 61.380 (p50) | rate_local3 < 0.222 (p38) | 58.89 | 0.52 | 14.37 | 0.13 | 6.15E−06 |
| 25 | med_income < 23,040.421 (p78) &prop_agricultural < 0.028 (p72) | rate_local3 > 0.335 (p53) | 72.65 | 0.64 | 20.12 | 0.09 | 5.81E−05 |
| 26 | ave_household_size < 2.636 (p29) &prop_rural_set < 0.001 (p46) | rate_local3 > 0.493 (p68) | 25.71 | 0.65 | 13.15 | 0.17 | 5.45E−05 |
| 27 | prop_shrubland < 0.009 (p30) | rate_local3 > 0.570 (p76) | 28.29 | 0.43 | 12.25 | 0.19 | 1.27E−05 |
| 28 | prop_woodland < 0.012 (p22) | rate_local3 > 0.409 (p59) | 30.91 | 0.65 | 12.19 | 0.26 | 1.01E−05 |
| 29 | prop_grassland < 0.000 (p16) | rate_local3 > 0.500 (p68) | 21.99 | 0.64 | 11.34 | 0.33 | 1.08E−05 |
| 30 | prop_woodland > 0.322 (p82) | rate_local3 < 0.409 (p59) | 34.03 | 0.87 | 10.45 | 0.27 | 3.92E−05 |
| 31 | prop_shrubland > 0.281 (p89) | rate_local3 < 0.166 (p30) | 16.40 | 0.71 | 9.31 | 0.40 | 1.54E−06 |
| 32 | prop_open_recreation < 0.002 (p14) | rate_local3 < 0.016 (p15) | 13.07 | 0.44 | 8.31 | 0.28 | 9.22E−06 |
| 33 | med_income < 17,081.439 (p53) &prop_open_recreation > 0.026 (p45) | rate_local3 > 0.352 (p56) | 49.42 | 0.71 | 18.23 | 0.11 | 1.03E−05 |
| 34 | prop_higher_edu < 0.224 (p58) &prop_gov_insti_faci > 0.027 (p38) | rate_local3 > 0.297 (p50) | 54.45 | 0.74 | 17.12 | 0.12 | 6.17E−05 |
| 35 | prop_transport > 0.141 (p55) | rate_local3 > 0.382 (p57) | 54.56 | 0.56 | 13.89 | 0.14 | 4.17E−05 |
| 36 | prop_business > 0.039 (p84) | rate_local3 > 0.518 (p71) | 19.10 | 0.54 | 8.80 | 0.25 | 2.87E−05 |
| 37 | prop_higher_edu < 0.222 (p58) &POI_pp_sports < 12.643 (p42) | rate_local3 > 0.277 (p47) | 49.14 | 0.79 | 16.23 | 0.13 | 7.74E−05 |
| 38 | med_income < 19,861.505 (p65) &POI_pp_edu < 19.291 (p73) | rate_local3 > 0.180 (p33) | 94.43 | 0.80 | 15.87 | 0.06 | 2.84E−05 |
| 39 | prop_higher_edu < 0.228 (p61) &POI_pp_mall_mkt < 9.663 (p69) | rate_local3 > 0.233 (p39) | 75.07 | 0.74 | 15.46 | 0.06 | 4.66E−05 |
| 40 | POI_pp_transport < 16.809 (p38) | rate_local3 > 0.191 (p35) | 65.98 | 0.84 | 14.48 | 0.18 | 1.67E−07 |
| 41 | POI_pp_telecom_elec < 6.955 (p37) | rate_local3 > 0.193 (p35) | 65.22 | 0.82 | 13.81 | 0.17 | 2.01E−06 |
| (d) Rules for wave-4 local case rate; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | med_income < 12,559.030 (p7) | rate_local4 > 0.831 (p79) | 8.91 | 0.64 | 5.86 | 0.42 | 2.82E−05 |
| 2 | med_income < 29,532.689 (p84) &prop_grassland < 0.007 (p31) | rate_local4 > 0.852 (p80) | 30.41 | 0.62 | 20.17 | 0.13 | 4.52E−05 |
| 3 | med_income < 23,878.185 (p79) &den_bldg > 0.293 (p72) | rate_local4 > 0.774 (p75) | 29.22 | 0.65 | 17.99 | 0.13 | 5.12E−05 |
| 4 | med_area_home < 15.641 (p45) | rate_local4 > 0.299 (p29) | 74.53 | 0.81 | 9.64 | 0.10 | 7.30E−05 |
| 5 | med_area_home > 15.641 (p45) | rate_local4 < 0.299 (p29) | 45.56 | 0.37 | 9.68 | 0.08 | 7.30E−05 |
| 6 | gender_ratio > 109.623 (p94) | rate_local4 < 0.334 (p34) | 10.16 | 0.79 | 5.84 | 0.45 | 5.99E−05 |
| 7 | prop_over65 > 0.229 (p93) | rate_local4 < 0.299 (p29) | 11.05 | 0.78 | 6.81 | 0.48 | 2.32E−05 |
| 8 | ave_household_size < 2.713 (p37) | rate_local4 > 0.865 (p80) | 27.87 | 0.38 | 12.90 | 0.17 | 2.34E−07 |
| 9 | den_road > 16.383 (p71) | rate_local4 > 0.722 (p72) | 36.83 | 0.60 | 19.40 | 0.31 | 4.63E−12 |
| 10 | den_bldg > 0.226 (p62) | rate_local4 > 0.603 (p64) | 50.39 | 0.60 | 18.56 | 0.22 | 3.09E−07 |
| 11 | den_population > 26,219.620 (p60) | rate_local4 > 0.466 (p46) | 63.71 | 0.71 | 16.81 | 0.19 | 1.21E−06 |
| 12 | den_public_trans > 95.120 (p92) | rate_local4 > 0.780 (p76) | 12.45 | 0.67 | 7.89 | 0.42 | 1.19E−05 |
| 13 | den_road < 16.383 (p71) | rate_local4 < 0.722 (p72) | 128.58 | 0.84 | 19.36 | 0.13 | 4.63E-12 |
| 14 | den_bldg < 0.226 (p62) | rate_local4 < 0.603 (p64) | 99.30 | 0.76 | 18.44 | 0.14 | 3.09E−07 |
| 15 | den_population < 26,219.620 (p60) | rate_local4 < 0.466 (p46) | 75.80 | 0.61 | 16.78 | 0.14 | 1.21E−06 |
| 16 | den_public_trans < 46.130 (p78) | rate_local4 < 0.780 (p76) | 136.41 | 0.85 | 15.26 | 0.10 | 4.31E-10 |
| 17 | prop_private_resid > 0.087 (p64) | rate_local4 > 0.731 (p73) | 36.23 | 0.45 | 13.84 | 0.17 | 1.00E−06 |
| 18 | prop_private_resid < 0.022 (p36) | rate_local4 < 0.117 (p14) | 22.60 | 0.29 | 11.64 | 0.15 | 2.50E−08 |
| 19 | prop_publicResid > 0.042 (p70) | rate_local4 = 0.168–1.073 (p16-87) | 56.16 | 0.86 | 10.24 | 0.16 | 3.66E−05 |
| 20 | prop_industrial < 0.000 (p36) | rate_local4 > 1.033 (p86) | 23.82 | 0.31 | 12.74 | 0.17 | 2.01E−07 |
| 21 | LU_entropy < 0.548 (p47) | rate_local4 > 0.863 (p80) | 34.55 | 0.34 | 14.21 | 0.14 | 1.67E−07 |
| 22 | LU_entropy > 0.548 (p47) | rate_local4 = 0.140–0.863 (p14-80) | 90.44 | 0.80 | 17.54 | 0.15 | 3.55E−08 |
| 23 | build_area_pp < 58.100 (p47) | rate_local4 > 0.222 (p21) | 83.55 | 0.87 | 10.09 | 0.11 | 1.52E−05 |
| 24 | build_area_pp > 58.100 (p47) | rate_local4 < 0.222 (p21) | 36.65 | 0.31 | 9.66 | 0.08 | 1.52E−05 |
| 25 | prop_rural_set < 0.001 (p46) | rate_local4 > 0.630 (p64) | 50.56 | 0.52 | 15.79 | 0.16 | 4.68E−05 |
| 26 | prop_agricultural > 0.017 (p64) | rate_local4 < 0.430 (p43) | 46.73 | 0.61 | 13.80 | 0.18 | 5.87E−06 |
| 27 | prop_shrubland < 0.000 (p0) | rate_local4 > 0.785 (p76) | 27.11 | 0.71 | 17.92 | 0.47 | 4.93E−14 |
| 28 | prop_agricultural < 0.001 (p40) | rate_local4 > 0.766 (p74) | 39.90 | 0.46 | 17.43 | 0.20 | 1.13E−08 |
| 29 | prop_grassland < 0.004 (p23) | rate_local4 > 0.848 (p80) | 28.16 | 0.56 | 17.42 | 0.34 | 1.39E-13 |
| 30 | prop_woodland < 0.016 (p25) | rate_local4 > 1.282 (p90) | 15.27 | 0.29 | 10.03 | 0.19 | 3.76E−08 |
| 31 | prop_shrubland > 0.064 (p49) | rate_local4 < 0.785 (p76) | 101.16 | 0.90 | 15.67 | 0.14 | 2.93E−07 |
| 32 | prop_grassland > 0.085 (p71) | rate_local4 < 0.188 (p16) | 20.40 | 0.32 | 9.55 | 0.15 | 6.50E−06 |
| 33 | prop_open_recreation > 0.030 (p48) &LU_entropy < 0.551 (p49) | rate_local4 > 0.804 (p78) | 26.92 | 0.55 | 15.70 | 0.18 | 7.19E−06 |
| 34 | prop_gov_insti_faci > 0.025 (p36) &LU_entropy < 0.546 (p47) | rate_local4 > 0.765 (p74) | 29.27 | 0.51 | 14.66 | 0.11 | 5.00E−05 |
| 35 | prop_transport > 0.241 (p71) | rate_local4 > 0.897 (p81) | 25.98 | 0.43 | 14.55 | 0.24 | 3.65E−08 |
| 36 | prop_business > 0.058 (p86) | rate_local4 > 0.784 (p76) | 18.49 | 0.65 | 11.61 | 0.41 | 1.45E−08 |
| 37 | med_income < 24,082.337 (p79) &prop_rural_set < 0.001 (p46) &POI_pp_sports > 19.996 (p53) | rate_local4 > 0.827 (p79) | 19.48 | 0.68 | 13.18 | 0.22 | 4.62E−05 |
| 38 | med_income < 24,082.337 (p79) &den_road > 10.205 (p48) &POI_pp_mall_mkt > 6.459 (p57) | rate_local4 > 0.895 (p81) | 18.62 | 0.63 | 13.02 | 0.22 | 4.56E−05 |
| 39 | med_income < 23,241.294 (p78) &prop_rural_set < 0.002 (p49) &POI_pp_transport > 32.416 (p54) | rate_local4 > 0.815 (p78) | 18.37 | 0.70 | 12.49 | 0.24 | 6.88E−05 |
| 40 | POI_pp_sports > 33.191 (p70) | rate_local4 < 0.062 (p13) | 22.58 | 0.35 | 14.17 | 0.22 | 8.48E−12 |
| 41 | POI_pp_telecom_elec > 30.272 (p80) | rate_local4 < 0.039 (p13) | 19.74 | 0.45 | 14.04 | 0.32 | 3.55E−13 |
| 42 | POI_pp_transport > 68.907 (p80) | rate_local4 < 0.048 (p13) | 19.71 | 0.45 | 14.01 | 0.32 | 7.44E−15 |
| 43 | POI_pp_edu > 25.063 (p83) | rate_local4 < 0.061 (p13) | 15.92 | 0.40 | 10.72 | 0.27 | 2.21E−09 |
| 44 | POI_pp_mall_mkt > 19.264 (p88) | rate_local4 < 0.071 (p13) | 12.77 | 0.48 | 9.31 | 0.35 | 2.60E−09 |
| (e) Rules for wave-4 local case rate, excluding cases in the Dancing/Singing Cluster; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | prop_higher_edu < 0.346 (p82) &prop_rural_set < 0.000 (p43) | rate_local4nondance > 0.389 (p53) | 48.36 | 0.76 | 18.27 | 0.14 | 2.36E−05 |
| 2 | prop_higher_edu < 0.342 (p81) &den_road > 11.532 (p53) | rate_local4nondance > 0.421 (p58) | 49.83 | 0.68 | 17.91 | 0.09 | 2.44E−05 |
| (f) Rules for wave-3 local case rate; POI density was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | POI_den_mall_mkt > 307.693 (p78) | rate_local3 > 0.547 (p72) | 24.39 | 0.53 | 12.21 | 0.26 | 5.24E−06 |
| 2 | POI_den_sports > 882.075 (p78) | rate_local3 > 0.528 (p71) | 24.72 | 0.55 | 11.96 | 0.26 | 4.03E−06 |
| 3 | POI_den_telecom_elec > 540.287 (p78) | rate_local3 > 0.539 (p71) | 24.30 | 0.53 | 11.95 | 0.26 | 2.43E−06 |
| 4 | POI_den_transport > 1382.534 (p79) | rate_local3 > 0.530 (p71) | 24.57 | 0.54 | 11.70 | 0.26 | 1.18E−05 |
| 5 | POI_den_edu > 611.274 (p81) | rate_local3 > 0.558 (p74) | 21.47 | 0.51 | 10.87 | 0.26 | 2.04E−05 |
| (g) Rules for wave-4 local case rate; POI density was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | POI_den_transport > 904.959 (p71) | rate_local4 > 0.726 (p73) | 36.27 | 0.60 | 19.27 | 0.32 | 1.95E−14 |
| 2 | POI_den_mall_mkt > 208.752 (p73) | rate_local4 > 0.753 (p74) | 34.64 | 0.58 | 19.11 | 0.32 | 1.82E−11 |
| 3 | POI_den_sports > 598.644 (p72) | rate_local4 > 0.751 (p74) | 34.76 | 0.58 | 19.11 | 0.32 | 9.18E−12 |
| 4 | POI_den_telecom_elec > 374.340 (p72) | rate_local4 > 0.741 (p74) | 34.54 | 0.58 | 18.63 | 0.31 | 9.93E−12 |
| 5 | POI_den_edu > 1372.584 (p94) | rate_local4 > 0.751 (p74) | 10.59 | 0.79 | 7.09 | 0.53 | 5.28E−07 |
| (h) Rules for average waiting period; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | POI_pp_transport > 39.683 (p60) | ave_waiting_period > 5.790 (p75) | 22.98 | 0.34 | 9.81 | 0.14 | 6.65E−05 |
| 2 | POI_pp_telecom_elec > 15.395 (p57) | ave_waiting_period > 5.765 (p74) | 24.76 | 0.33 | 9.65 | 0.13 | 7.16E−05 |
| 3 | POI_pp_mall_mkt > 8.676 (p64) | ave_waiting_period > 5.822 (p75) | 20.26 | 0.33 | 8.90 | 0.14 | 0.0001 |
| 4 | med_area_home > 17.644 (p50) | ave_waiting_period > 5.807 (p75) | 26.33 | 0.29 | 8.89 | 0.10 | 1.14E−05 |
| 5 | med_income > 19,979.413 (p60) | ave_waiting_period > 5.751 (p74) | 21.18 | 0.33 | 8.39 | 0.13 | 9.48E−05 |
| 6 | POI_pp_sports > 29.352 (p65) | ave_waiting_period > 6.163 (p81) | 16.16 | 0.27 | 8.26 | 0.14 | 1.53E−07 |
| 7 | POI_pp_edu > 14.015 (p63) | ave_waiting_period > 5.788 (p75) | 20.68 | 0.31 | 7.75 | 0.12 | 0.0002 |
| (i) Rules for median waiting period; POI accessibility was used | |||||||
|---|---|---|---|---|---|---|---|
| Antecedent | Consequent | Supp | Conf | Lev | Imp | P | |
| 1 | med_area_home > 18.602 (p52) | med_waiting_period > 4.392 (p67) | 31.27 | 0.38 | 10.07 | 0.12 | 0.0002 |
| 2 | med_income > 19,680.813 (p60) | med_waiting_period > 5.030 (p82) | 17.80 | 0.27 | 7.39 | 0.11 | 0.0002 |
| 3 | build_area_pp > 57.721 (p46) | med_waiting_period > 5.317 (p82) | 19.22 | 0.18 | 6.54 | 0.06 | 0.0002 |
For clarity, the antecedent and consequent of each rule are put in separate columns. For example, rule 1 in Table 2a is “prop_higher_edu > 0.361 (p85) → rate_local12 > 0.143 (p86)”, where p85 means the 85th percentile of the variable among the 214 TPU-level areal units in Hong Kong. Variables in the rules are described in Table 1. Rules are shown together with the values of four RIMs: support (supp), confidence (conf), leverage (lev), and improvement (imp). P is the P value of each rule in the chi-square test described in the Methods. The full sets of resultant rules are shown in Table S2 in Additional File 1