From: Methods for quantifying effects of social unrest using credit card transaction data
Time period | (a) Distance | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Compared with zero (for number of customers) | Compared with zero (for median spending) | |||||||||||
\({<}2~\mbox{km}\) | 2–4 km | \({>}4~\mbox{km}\) | Diff. btw. \({<}2~\mbox{km}\) and 2–4 km | Diff. btw. \({<}2~\mbox{km}\) and \({>}4~\mbox{km}\) | Diff. btw. 2–4 km and \({>} 4~\mbox{km}\) | \({<}2~\mbox{km}\) | 2–4 km | \({>}4~\mbox{km}\) | Diff. btw. \({<}2~\mbox{km}\) and 2–4 km | Diff. btw. \({<}2~\mbox{km}\) and \({>}4~\mbox{km}\) | Diff. btw. 2–4 km and \({>}4~\mbox{km}\) | |
Overall | <10e − 4 | <10e − 4 | 0.179 | <10e − 4 | <10e − 4 | <10e − 4 | 0.893 | 0.029 | 0.004 | 0.113 | 0.272 | 0.156 |
Before first major protests | 0.936 | 0.546 | 0.617 | 0.687 | 0.717 | 0.277 | 0.687 | 0.108 | <10e − 4 | 0.198 | 0.030 | 0.601 |
Following major protests | <10e − 4 | <10e − 4 | 0.145 | <10e − 4 | <10e − 4 | <10e − 4 | 0.601 | 0.387 | 0.412 | 0.255 | 0.682 | 0.034 |
Day 62 | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant |
Day 77 | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant |
Time period | (b) Socio-economic status | |||||
---|---|---|---|---|---|---|
Compared with zero (for number of customers) | Compared with zero (for median spending) | |||||
High SES | Low SES | Diff. btw. high SES and low SES | High SES | Low SES | Diff. btw. high SES and low SES | |
Overall | <10e − 4 | <10e − 4 | <10e − 4 | 0.313 | 0.534 | 0.972 |
Before first major protests | 0.717 | 0.494 | 0.809 | 0.064 | 0.421 | 0.573 |
Following major protests | <10e − 4 | <10e − 4 | <10e − 4 | 0.412 | 0.682 | 0.838 |
Day 62 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 |
Day 77 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 |
Time period | (c) Political conservatism | |||||
---|---|---|---|---|---|---|
Compared with zero (for number of customers) | Compared with zero (for median spending) | |||||
Conservative | Liberal | Diff. btw. conservative and liberal | Conservative | Liberal | Diff. btw. conservative and liberal | |
Overall | <10e − 4 | <10e − 4 | 0.142 | 0.007 | 0.595 | 0.007 |
Before first major protests | 0.469 | 0.601 | 0.904 | 0.421 | 0.601 | 0.841 |
Following major protests | <10e − 4 | <10e − 4 | 0.011 | 0.020 | 0.087 | 0.002 |
Day 62 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 |
Day 77 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 |
Time period | (d) Gender | |||||
---|---|---|---|---|---|---|
Compared with zero (for number of customers) | Compared with zero (for median spending) | |||||
Male | Female | Diff. btw. male and female | Male | Female | Diff. btw. male and female | |
Overall | <10e − 4 | <10e − 4 | 0.084 | 0.040 | 0.162 | 0.724 |
Before first major protests | 0.573 | 0.071 | 0.020 | 0.198 | 0.011 | 0.841 |
Following major protests | <10e − 4 | <10e − 4 | 0.767 | 0.274 | 0.601 | 0.452 |
Day 62 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | 0.269 |
Day 77 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 | <10e − 4 |
Time period | (e) Store category | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Compared with zero (for number of customers) | Compared with zero (for median spending) | |||||||||||
Grocery | Clothing | Restaurants | Diff. btw. grocery and clothing | Diff. btw. grocery and restaurants | Diff. btw. clothing and restaurants | Grocery | Clothing | Restaurants | Diff. btw. grocery and clothing | Diff. btw. grocery and restaurants | Diff. btw. clothing and restaurants | |
Overall | 0.559 | <10e − 4 | <10e − 4 | <10e − 4 | 0.201 | <10e − 4 | <10e − 4 | 0.040 | <10e − 4 | 0.129 | 0.870 | 0.208 |
Before first major protests | 0.500 | 0.085 | 0.309 | 0.024 | 0.968 | 0.070 | 0.171 | 0.117 | 0.009 | 0.687 | 0.546 | 1.000 |
Following major protests | 0.534 | <10e − 4 | <10e − 4 | <10e − 4 | 0.020 | <10e − 4 | <10e − 4 | 0.219 | <10e − 4 | 0.015 | 0.412 | 0.122 |
Day 62 | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant | <10e − 4 | <10e − 4 | <10e − 4 | non-significant | non-significant | non-significant |
Day 77 | <10e − 4 | <10e − 4 | <10e − 4 | significant | significant | significant | 0.004 | <10e − 4 | <10e − 4 | significant | significant | significant |