Neighbourhood
Neighbourhood
Neighbourhood quality is an indicator of well-being suggested by the SIPHER-7 XXXX ref and others?.
Methods
plot of chunk neighbourhood_barchart
Neighbourhood data are presented as a likert scale from 1-6 indicating the number of harmful activities that happen in a persons neighbourhood for individual health. These include robberies and vandalism with the full encoding available in the data tables.
Data
What variables are included? Why is this output chosen. What explanatory variables are used and why are they chosen
Results
What are the results. Coefficients tables. diagnostic plots. measures of goodness of fit.
plot of chunk housing_output
## formula:
## next_neighbourhood_safety ~ age + factor(sex) + factor(job_sec) + relevel(factor(ethnicity), ref = "WBI") + hh_income + factor(housing_quality) + relevel(factor(region), ref = "South East")
## data: data
##
## link threshold nobs logLik AIC niter max.grad cond.H
## logit flexible 86.54996 -86.52 245.04 5(0) 2.53e-12 1.9e+10
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## age 1.580e-02 1.266e-02 1.248 0.212
## factor(sex)Male 1.241e-01 4.232e-01 0.293 0.769
## factor(job_sec)2 -1.706e-01 1.179e+00 -0.145 0.885
## factor(job_sec)3 -1.016e-01 1.049e+00 -0.097 0.923
## factor(job_sec)4 -2.637e-01 1.130e+00 -0.233 0.815
## factor(job_sec)5 9.020e-02 1.154e+00 0.078 0.938
## factor(job_sec)6 -3.180e-01 1.310e+00 -0.243 0.808
## factor(job_sec)7 -2.333e-01 1.101e+00 -0.212 0.832
## factor(job_sec)8 -2.819e-01 1.180e+00 -0.239 0.811
## relevel(factor(ethnicity), ref = "WBI")BAN -1.546e-01 3.543e+00 -0.044 0.965
## relevel(factor(ethnicity), ref = "WBI")BLA 2.714e-01 2.208e+00 0.123 0.902
## relevel(factor(ethnicity), ref = "WBI")BLC 1.910e-01 2.807e+00 0.068 0.946
## relevel(factor(ethnicity), ref = "WBI")CHI 3.934e-01 3.010e+00 0.131 0.896
## relevel(factor(ethnicity), ref = "WBI")IND 3.402e-02 1.521e+00 0.022 0.982
## relevel(factor(ethnicity), ref = "WBI")MIX 1.447e-02 1.884e+00 0.008 0.994
## relevel(factor(ethnicity), ref = "WBI")OAS 1.241e-01 2.093e+00 0.059 0.953
## relevel(factor(ethnicity), ref = "WBI")OBL -2.734e-01 8.015e+00 -0.034 0.973
## relevel(factor(ethnicity), ref = "WBI")OTH 2.144e-01 3.452e+00 0.062 0.950
## relevel(factor(ethnicity), ref = "WBI")PAK -2.653e-01 1.947e+00 -0.136 0.892
## relevel(factor(ethnicity), ref = "WBI")WHO 4.266e-02 1.001e+00 0.043 0.966
## hh_income 1.805e-05 7.135e-05 0.253 0.800
## factor(housing_quality)2 -1.799e-01 4.393e-01 -0.410 0.682
## factor(housing_quality)3 -3.019e-01 8.725e-01 -0.346 0.729
## relevel(factor(region), ref = "South East")East Midlands -6.778e-02 8.957e-01 -0.076 0.940
## relevel(factor(region), ref = "South East")East of England 2.812e-02 8.137e-01 0.035 0.972
## relevel(factor(region), ref = "South East")London -9.578e-01 8.313e-01 -1.152 0.249
## relevel(factor(region), ref = "South East")North East 3.711e-02 1.157e+00 0.032 0.974
## relevel(factor(region), ref = "South East")North West -2.699e-01 7.952e-01 -0.339 0.734
## relevel(factor(region), ref = "South East")Northern Ireland 1.177e+00 1.617e+00 0.728 0.467
## relevel(factor(region), ref = "South East")Scotland 2.446e-01 9.829e-01 0.249 0.803
## relevel(factor(region), ref = "South East")South West 3.499e-01 8.257e-01 0.424 0.672
## relevel(factor(region), ref = "South East")Wales 3.385e-01 1.325e+00 0.256 0.798
## relevel(factor(region), ref = "South East")West Midlands -2.749e-01 8.748e-01 -0.314 0.753
## relevel(factor(region), ref = "South East")Yorkshire and The Humber -1.631e-01 8.737e-01 -0.187 0.852
##
## Threshold coefficients:
## Estimate Std. Error z value
## 1|2 -0.461 1.311 -0.352
## 2|3 1.849 1.328 1.392
## (40 observations deleted due to missingness)