HPM for properties and crime rates for selected towns in Johannesburg
| Town/Model | Variable | Estimate | t-Value | p-Value | Adj. R2 |
|---|---|---|---|---|---|
| Midrand (obs. = 9,230) | |||||
| Model 1 | Intercept | 12.314*** (0.0219) | 561.94 | 0.000 | |
| lnProperty size | 0.1845*** (0.0054) | 34.23 | 0.000 | ||
| No. of bedrooms | 0.0628*** (0.0074) | 8.44 | 0.000 | ||
| No. of bathrooms | 0.1962*** (0.0075) | 26.05 | 0.000 | ||
| 0.3985 | |||||
| Model 2 | Intercept | 13.3044*** (0.5092) | 26.129 | 0.000 | |
| lnProperty size | 0.1891*** (0.0053) | 35.516 | 0.000 | ||
| No. of bedrooms | 0.0611*** (0.0073) | 8.318 | 0.000 | ||
| No. of bathrooms | 0.1942*** (0.0074) | 26.123 | 0.000 | ||
| lnRobbery | 0.2141*** (0.0372) | 5.755 | 0.000 | ||
| lnBurglary | −0.304*** (0.0411) | −7.395 | 0.000 | ||
| 0.4146 | |||||
| Model 3 | Intercept | 11.8855*** (0.508) | 23.387 | 0.000 | |
| lnProperty size | 0.1846*** (0.0054) | 34.237 | 0.000 | ||
| No. of bedrooms | 0.0629*** (0.0075) | 8.452 | 0.000 | ||
| No. of bathrooms | 0.1936*** (0.0075) | 26.056 | 0.000 | ||
| lnTotalRes crime | 0.0303*** (0.0359) | 0.844 | 0.399 | ||
| 0.3985 | |||||
| Soweto (Obs. = 5,431) | |||||
| Model 1 | Intercept | 12.5399*** (0.0486) | 258.187 | 0.000 | |
| lnProperty size | 0.0395*** (0.0088) | 4.505 | 0.000 | ||
| No. of bedrooms | 0.0403*** (0.0072) | 5.567 | 0.000 | ||
| No. of bathrooms | 0.0507*** (0.0079) | 6.6401 | 0.000 | ||
| 0.3026 | |||||
| Model 2 | Intercept | 16.299*** (0.7606) | 21.430 | 0.000 | |
| lnProperty size | 0.0375*** (0.0087) | 4.299 | 0.000 | ||
| No. of bedrooms | 0.046*** (0.0072) | 6.399 | 0.000 | ||
| No. of bathrooms | 0.0362*** (0.008) | 4.546 | 0.000 | ||
| lnRobbery | 0.2459*** (0.0366) | 6.725 | 0.000 | ||
| lnBurglary | −0.612*** (0.0853) | −7.176 | 0.000 | ||
| 0.04992 | |||||
| Model 3 | Intercept | 10.51*** (0.484) | 21.716 | 0.000 | |
| lnProperty size | 0.0368*** (0.0088) | 4.186 | 0.000 | ||
| No. of bedrooms | 0.0412*** (0.0072) | 5.690 | 0.000 | ||
| No. of bathrooms | 0.0476*** (0.0079) | 5.988 | 0.000 | ||
| lnTotalRes crime | 0.1498*** (0.0355) | 4.215 | 0.000 | ||
| 0.03325 | |||||
| Town/Model | Variable | Estimate | Adj. | ||
|---|---|---|---|---|---|
| Intercept | 12.314 | 561.94 | 0.000 | ||
| lnProperty size | 0.1845 | 34.23 | 0.000 | ||
| No. of bedrooms | 0.0628 | 8.44 | 0.000 | ||
| No. of bathrooms | 0.1962 | 26.05 | 0.000 | ||
| 0.3985 | |||||
| Intercept | 13.3044 | 26.129 | 0.000 | ||
| lnProperty size | 0.1891 | 35.516 | 0.000 | ||
| No. of bedrooms | 0.0611 | 8.318 | 0.000 | ||
| No. of bathrooms | 0.1942 | 26.123 | 0.000 | ||
| lnRobbery | 0.2141 | 5.755 | 0.000 | ||
| lnBurglary | −0.304 | −7.395 | 0.000 | ||
| 0.4146 | |||||
| Intercept | 11.8855 | 23.387 | 0.000 | ||
| lnProperty size | 0.1846 | 34.237 | 0.000 | ||
| No. of bedrooms | 0.0629 | 8.452 | 0.000 | ||
| No. of bathrooms | 0.1936 | 26.056 | 0.000 | ||
| lnTotalRes crime | 0.0303 | 0.844 | 0.399 | ||
| 0.3985 | |||||
| Intercept | 12.5399 | 258.187 | 0.000 | ||
| lnProperty size | 0.0395 | 4.505 | 0.000 | ||
| No. of bedrooms | 0.0403 | 5.567 | 0.000 | ||
| No. of bathrooms | 0.0507 | 6.6401 | 0.000 | ||
| 0.3026 | |||||
| Intercept | 16.299 | 21.430 | 0.000 | ||
| lnProperty size | 0.0375 | 4.299 | 0.000 | ||
| No. of bedrooms | 0.046 | 6.399 | 0.000 | ||
| No. of bathrooms | 0.0362 | 4.546 | 0.000 | ||
| lnRobbery | 0.2459 | 6.725 | 0.000 | ||
| lnBurglary | −0.612 | −7.176 | 0.000 | ||
| 0.04992 | |||||
| Intercept | 10.51 | 21.716 | 0.000 | ||
| lnProperty size | 0.0368 | 4.186 | 0.000 | ||
| No. of bedrooms | 0.0412 | 5.690 | 0.000 | ||
| No. of bathrooms | 0.0476 | 5.988 | 0.000 | ||
| lnTotalRes crime | 0.1498 | 4.215 | 0.000 | ||
| 0.03325 | |||||
***, *** and *indicate 1, 5 and 10% significance levels, respectively. S.E. are in parenthesis. TotalRes crime is the sum of robbery and burglary at residential premises