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. 2021 Sep 1;16(9):e0252794. doi: 10.1371/journal.pone.0252794

Table 2. Model results for all CBGs, for trips up to 3km in length, in 2019.

Trips to amenity clusters in Somerville (Aggregate models < 3kms) - 2019
Dependent variable: log(number of visits)
  Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
Constant 0.068** (0.031) -0.006 (0.030) 0.074** (0.031) 0.033 (0.030) 0.023 (0.029) 0.040 (0.029) 0.025 (0.031) 0.051* (0.030) 0.053* (0.032) 0.057* (0.031) 0.045 (0.030) 0.064** (0.029)
Distance -0.426*** (0.041) -0.448*** (0.042) -0.469*** (0.040) -0.504*** (0.040) -0.527*** (0.038) -0.416*** (0.037) -0.438*** (0.041) -0.432*** (0.039) -0.483*** (0.040) -0.443*** (0.042) -0.416*** (0.042) -0.440*** (0.041)
Nr Establishments -0.023 (0.097) 0.093 (0.097) 0.223** (0.101) 0.011 (0.092) 0.089 (0.091) -0.099 (0.087) 0.040 (0.101) 0.095 (0.097) -0.028 (0.102) 0.002 (0.100) -0.001 (0.094) -0.072 (0.094)
% Large 0.958* (0.510) 1.722*** (0.643) 2.578*** (0.621) 2.601*** (0.606) 2.089*** (0.575) 1.161*** (0.435) 1.743*** (0.624) 2.058*** (0.496) 1.101** (0.519) 2.058*** (0.538) 0.807 (0.534) 2.074*** (0.542)
Land Value -0.039 (0.041) 0.035 (0.045) -0.013 (0.042) -0.018 (0.037) -0.022 (0.037) -0.086** (0.038) -0.073* (0.039) 0.004 (0.041) 0.0003 (0.042) -0.011 (0.042) -0.041 (0.041) -0.075* (0.04)
Diversity 1.131*** (0.204) 0.691*** (0.213) 0.553*** (0.205) 1.158*** (0.192) 0.727*** (0.171) 0.752*** (0.184) 0.647*** (0.198) 0.649*** (0.202) 0.806*** (0.192) 0.689*** (0.213) 0.877*** (0.196) 0.760*** (0.220)
Cluster Area 0.120 (0.082) 0.001 (0.086) -0.092 (0.089) 0.057 (0.079) -0.070 (0.082) 0.151** (0.074) -0.021 (0.088) -0.045 (0.085) 0.146* (0.088) 0.021 (0.088) 0.081 (0.080) 0.083 (0.080)
Parking -0.001 (0.001) -0.001 (0.001) -0.002*** (0.001) -0.0001 (0.001) -0.002** (0.001) -0.001* (0.0003) -0.001 (0.001) -0.002*** (0.001) -0.002*** (0.001) -0.002*** (0.001) -0.001 (0.001) -0.001** (0.001)
% Comparison 0.998*** (0.284) 0.544 (0.333) 0.553* (0.297) 0.476 (0.290) 0.929*** (0.284) 0.478* (0.248) 0.962*** (0.324) 0.899*** (0.268) 1.063*** (0.273) 0.780*** (0.290) 0.960*** (0.264) 0.977*** (0.281)
% Convenience -0.628 (0.499) 0.392 (0.523) -0.559 (0.532) -1.076** (0.483) 0.198 (0.463) -0.225 (0.433) -0.118 (0.488) 0.063 (0.497) 0.767 (0.478) -0.158 (0.480) 0.076 (0.484) -0.799* (0.484)
% F&B 0.354 (0.281) 0.389 (0.291) 0.101 (0.277) 0.349 (0.272) 0.540** (0.243) 0.302 (0.229) 0.484* (0.279) 0.047 (0.253) 0.666** (0.263) 0.696** (0.282) 0.432 (0.277) 0.998*** (0.287)
% Entertainment -1.847 (1.312) 2.563** (1.228) 0.223 (1.214) 0.085 (1.234) 0.420 (0.967) -1.232 (1.154) 0.479 (1.109) -0.963 (1.223) 1.571 (1.099) 0.141 (1.186) 0.955 (1.007) -1.146 (1.044)
% Personal 1.120*** (0.422) 0.411 (0.414) 0.602 (0.405) 0.802** (0.361) 0.695** (0.349) 0.551 (0.344) 0.819** (0.395) 0.360 (0.393) 0.412 (0.396) 0.628 (0.414) 0.788** (0.367) 1.007** (0.407)
Open Space 0.012 (0.008) 0.013 (0.008) 0.014* (0.008) 0.024*** (0.007) 0.028*** (0.007) 0.029*** (0.007) 0.027*** (0.008) 0.021*** (0.008) 0.009 (0.007) 0.018** (0.007) 0.016** (0.007) 0.008 (0.007)
Observations 533 534 599 635 633 625 560 588 665 575 534 509
R 2 0.26 0.243 0.244 0.274 0.315 0.254 0.243 0.25 0.249 0.216 0.238 0.245
Adjusted R 2 0.242 0.224 0.227 0.259 0.3 0.238 0.225 0.233 0.234 0.198 0.219 0.225
Residual Std. Error 0.598 (df = 519) 0.598 (df = 520) 0.646 (df = 585) 0.624 (df = 621) 0.593 (df = 619) 0.585 (df = 611) 0.603 (df = 546) 0.593 (df = 574) 0.678 (df = 651) 0.616 (df = 561) 0.579 (df = 520) 0.563 (df = 495)
F Statistic 14.060*** 12.807*** 14.501*** 18.032*** 21.866*** 16.026*** 13.511*** 14.683*** 16.642*** 11.880*** 12.470*** 12.355***
(df = 13; 519) (df = 13; 520) (df = 13; 585) (df = 13; 621) (df = 13; 619) (df = 13; 611) (df = 13; 546) (df = 13; 574) (df = 13; 651) (df = 13; 561) (df = 13; 520) (df = 13; 495)

Note

*p<0.1

**p<0.05

***p<0.01

Standard errors in brackets.