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

Table 3. Model results for all CBGs, for trips up to 3km in length, in 2020.

Trips to amenity clusters in Somerville (Aggregate models < 3kms) - 2020
	Dependent variable: log(number of visits)
	Jan	Feb	Mar	Apr	May	Jun	Jul	Aug	Sep	Oct	Nov	Dec
Constant	0.065^** (0.030)	0.047 (0.033)	-0.015 (0.030)	-0.008 (0.027)	0.014 (0.033)	0.003 (0.030)	0.020 (0.026)	0.058^** (0.026)	0.072^** (0.032)	0.018 (0.036)	0.013 (0.031)	0.047 (0.032)
Distance	-0.396^*** (0.041)	-0.435^*** (0.045)	-0.383^*** (0.049)	-0.309^*** (0.060)	-0.400^*** (0.059)	-0.227^*** (0.050)	-0.255^*** (0.045)	-0.266^*** (0.045)	-0.223^*** (0.049)	-0.251^*** (0.063)	-0.312^*** (0.056)	-0.200^*** (0.052)
Nr Establishments	0.044 (0.097)	0.012 (0.110)	-0.130 (0.167)	-1.18^*	-1.791^*** (0.563)	-0.020 (0.162)	0.246^** (0.108)	0.056 (0.104)	0.037 (0.114)	-0.054 (0.149)	0.066 (0.108)	-0.017 (0.116)
Nr Establishments	0.044 (0.097)	0.012 (0.110)	-0.130 (0.167)	(0.61)	-1.791^*** (0.563)	-0.020 (0.162)	0.246^** (0.108)	0.056 (0.104)	0.037 (0.114)	-0.054 (0.149)	0.066 (0.108)	-0.017 (0.116)
% Large	1.977^*** (0.600)	1.559^** (0.671)	0.117 (0.092)	0.763 (0.607)	-0.446 (0.393)	0.276 (0.215)	0.920 (0.672)	2.754^*** (0.666)	1.486^** (0.695)	0.760 (0.554)	2.468^*** (0.791)	0.375 (0.585)
Land Value	-0.057 (0.040)	-0.076 (0.049)	0.013 (0.047)	0.116 (0.090)	-0.057 (0.055)	-0.170^*** (0.060)	-0.074 (0.063)	-0.087^** (0.043)	-0.127^** (0.055)	-0.021 (0.071)	-0.035 (0.052)	-0.13^* (0.073)
Diversity	0.999^*** (0.210)	1.121^*** (0.242)	-0.007 (0.400)	0.051 (0.156)	-0.098 (0.183)	-0.002 (0.329)	0.251 (0.242)	0.341 (0.258)	0.563^** (0.267)	0.385 (0.333)	0.962^*** (0.281)	0.892^** (0.361)
Cluster Area	-0.013 (0.084)	0.052 (0.092)	0.243 (0.160)	1.163^** (0.557)	2.582^*** (0.537)	0.050 (0.144)	-0.108 (0.100)	-0.101 (0.093)	0.003 (0.101)	0.096 (0.121)	-0.0005 (0.097)	0.049 (0.088)
Parking	-0.002^** (0.001)	-0.001 (0.001)	-0.001 (0.001)	0.0001 (0.0002)	0.0001 (0.0002)	-0.001 (0.001)	-0.0005 (0.001)	-0.0002 (0.001)	-0.001^* (0.0003)	-0.0003 (0.0004)	-0.002^** (0.001)	-0.0003 (0.001)
% Comparison	1.362^*** (0.314)	0.651^* (0.349)	0.419 (0.325)	-0.218 (0.825)	-0.095 (0.592)	0.595 (0.367)	0.354 (0.345)	-0.110 (0.316)	-0.114 (0.330)	0.124 (0.438)	0.738^* (0.405)	0.362 (0.361)
% Convenience	-0.168 (0.474)	-0.386 (0.579)	0.654 (0.584)	0.103 (0.243)	-0.054 (0.226)	-0.755 (0.573)	1.036^** (0.505)	-0.942^* (0.503)	0.259 (0.582)	0.918 (0.733)	-0.109 (0.602)	-0.669 (0.589)
% F&B	0.891^*** (0.291)	0.163 (0.351)	0.951 (0.621)			0.816 (0.527)	0.181 (0.354)	-0.079 (0.344)	-0.138 (0.355)	-0.291 (0.439)	0.657 (0.449)	-0.349 (0.407)
% Entertainment	0.052 (1.197)	-1.881 (1.430)	2.602^** (1.230)			4.003^* (2.407)	0.299 (2.893)	-2.858 (2.694)	0.773 (3.527)	1.126 (3.866)	3.564 (4.375)	2.206 (2.916)
% Personal	0.851^** (0.377)	1.003^** (0.426)	2.153^** (0.895)	0.647 (0.434)	1.124^*** (0.384)	2.031^*** (0.597)	0.367 (0.395)	1.283^*** (0.373)	0.050 (0.420)	0.617 (0.562)	1.606^*** (0.554)	1.013^** (0.447)
Open Space	0.012 (0.007)	0.022^** (0.009)	0.001 (0.009)	-0.007 (0.013)	-0.001 (0.011)	0.008 (0.010)	0.012 (0.009)	0.020^*** (0.007)	0.022^** (0.009)	0.010 (0.011)	0.007 (0.012)	0.008 (0.010)
Observations	568	513	332	171	182	222	261	264	285	253	230	216
R ²	0.226	0.238	0.254	0.232	0.35	0.244	0.239	0.24	0.168	0.137	0.308	0.151
Adjusted R ²	0.208	0.218	0.223	0.179	0.308	0.196	0.199	0.2	0.128	0.09	0.266	0.096
Residual Std. Error	0.591 (df = 554)	0.636 (df = 499)	0.467 (df = 318)	0.324 (df = 159)	0.382 (df = 170)	0.395 (df = 208)	0.380 (df = 247)	0.386 (df = 250)	0.478 (df = 271)	0.510 (df = 239)	0.423 (df = 216)	0.411 (df = 202)
F Statistic	12.431^***	11.997^***	8.327^***	4.377^***	8.314^***	5.155^***	5.974^***	6.073^***	4.215^***	2.921^***	7.387^***	2.765^***
F Statistic	(df = 13; 554)	(df = 13; 499)	(df = 13; 318)	(df = 11; 159)	(df = 11; 170)	(df = 13; 208)	(df = 13; 247)	(df = 13; 250)	(df = 13; 271)	(df = 13; 239)	(df = 13; 216)	(df = 13; 202)

Note

*p<0.1

**p<0.05

***p<0.01

Standard errors in brackets.