| Literature DB >> 34380230 |
E Vega1, A Namdeo2, L Bramwell2, Y Miquelajauregui3, C G Resendiz-Martinez4, M Jaimes-Palomera4, F Luna-Falfan4, A Terrazas-Ahumada4, K J Maji2, J Entwistle2, J C Núñez Enríquez5, J M Mejia5, A Portas6, L Hayes7, R McNally7.
Abstract
The impacts of COVID-19 lockdown restrictions have provided a valuable global experiment into the extent of improvements in air quality possible with reductions in vehicle movements. Mexico City, London and Delhi all share the problem of air quality failing WHO guideline limits, each with unique situations and influencing factors. We determine, discuss and compare the air quality changes across these cities during the COVID-19, to understand how the findings may support future improvements in their air quality and associated health of citizens. We analysed ground-level PM10, PM2.5, NO2, O3 and CO changes in each city for the period 1st January to August 31, 2020 under different phases of lockdown, with respect to daily average concentrations over the same period for 2017 to 2019. We found major reductions in PM10, PM2.5, NO2 and CO across the three cities for the lockdown phases and increases in O3 in London and Mexico City but not Delhi. The differences were due to the O3 production criteria across the cities, for Delhi production depends on the VOC-limited photochemical regime. Levels of reductions were commensurate with the degree of lockdown. In Mexico City, the greatest reduction in measured concentration was in CO in the initial lockdown phase (40%), in London the greatest decrease was for NO2 in the later part of the lockdown (49%), and in Delhi the greatest decrease was in PM10, and PM2.5 in the initial lockdown phase (61% and 50%, respectively). Reduction in pollutant concentrations agreed with reductions in vehicle movements. In the initial lockdown phase vehicle movements reduced by up to 59% in Mexico City and 63% in London. The cities demonstrated a range of air quality changes in their differing geographical areas and land use types. Local meteorology and pollution events, such as forest fires, also impacted the results.Entities:
Keywords: Air pollution; Covid-19 restrictions; Delhi; Lockdown; London; Mexico City; Particulate matter
Mesh:
Substances:
Year: 2021 PMID: 34380230 PMCID: PMC8802357 DOI: 10.1016/j.envpol.2021.117664
Source DB: PubMed Journal: Environ Pollut ISSN: 0269-7491 Impact factor: 8.071
Fig. 1Maps showing locations of air quality monitoring stations in Mexico City, London, and Delhi.
Fig. 2Time series of PM10, PM2.5, NO2, O3 and CO concentrations during January to August 2017–2019, and different lockdown phases of COVID-19 restrictions in 2020 for Mexico City, London and Delhi.
Average pollutant concentrations and percentage change by lockdown phase and geographical area in Mexico City during 2017–2019 and 2020. Statistical significance values are shown with letters.
| Pollutant | Phase | NorthWest (NW) | NorthEast (NE) | Center (CE) | SouthWest (SW) | SouthEast (SE) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | ||
| PM2.5 (μg/m3) | BL | 26.5 ± 7.6 | 22.7 ± 6.6 | −14.7 | a | 28.8 ± 10.6 | 24.8 ± 7.6 | −13.8 | b | 27.7 ± 9.2 | 21.9 ± 8.5 | −21.0 | a | 21.0 ± 7.2 | 17.1 ± 6.7 | −18.2 | a | 25.5 ± 9.0 | 19.4 ± 6.4 | −23.9 | a |
| LD-1 | 30.1 ± 9.2 | 23.7 ± 6.3 | −10.4 | a | 31.4 ± 12.8 | 27.6 ± 9.0 | −12.0 | c | 30.5 ± 11.1 | 25.5 ± 7.4 | −16.5 | b | 27.4 ± 11.6 | 22.6 ± 8.4 | −17.3 | b | 28.2 ± 13.6 | 23.7 ± 8.1 | −15.7 | c | |
| LD-2 | 21.1 ± 5.3 | 19.9 ± 5.4 | −5.6 | ns | 18.3 ± 6.4 | 16.6 ± 5.7 | −9.2 | ns | 19.5 ± 6.0 | 16.9 ± 5.6 | −13.3 | c | 15.2 ± 4.2 | 13.6 ± 4.6 | −10.6 | c | 17.2 ± 4.7 | 13.7 ± 4.6 | −20.1 | a | |
| UN | 19.5 ± 6.1 | 15.0 ± 3.5 | −3.5 | c | 14.6 ± 4.6 | 13.9 ± 4.5 | −4.8 | ns | 17.5 ± 4.9 | 15.5 ± 5.2 | −11.3 | ns | 15.2 ± 4.0 | 12.5 ± 3.9 | −17.5 | c | 14.5 ± 3.5 | 12.0 ± 3.5 | −17.0 | c | |
| PM10 (μg/m3) | BL | 56.7 ± 15.1 | 49.3 ± 13.4 | −13.1 | a | 70.6 ± 24.2 | 61.5 ± 18.7 | −12.9 | b | 51.8 ± 13.0 | 44.5 ± 11.7 | −14.1 | a | 40.2 ± 11.0 | 33.2 ± 12.2 | −17.5 | a | ||||
| LD-1 | 55.9 ± 14.8 | 39.8 ± 11.4 | −28.8 | a | 59.3 ± 19.0 | 51.2 ± 14.4 | −13.6 | c | 45.5 ± 11.5 | 38.2 ± 10.8 | −15.9 | c | 44.0 ± 13.6 | 33.4 ± 10.3 | −24.0 | a | |||||
| LD-2 | 37.4 ± 10.4 | 32.5 ± 9.2 | −13.1 | a | 35.1 ± 12.1 | 36.5 ± 11.3 | 4.1 | ns | 29.6 ± 5.9 | 23.3 ± 7.6 | −21.1 | a | 27.9 ± 8.4 | 23.2 ± 4.8 | −17.1 | a | |||||
| UN | 32.7 ± 8.7 | 25.7 ± 6.8 | −21.4 | a | 30.4 ± 8.3 | 27.3 ± 7.2 | −10.2 | d | 25.7 ± 5.9 | 20.4 ± 5.7 | −20.5 | b | 26.6 ± 6.0 | 18.7 ± 4.8 | −29.7 | a | |||||
| NO2 (μg/m3) | BL | 51.6 ± 12.9 | 45.5 ± 12.1 | −11.7 | b | 40.4 ± 9.9 | 35.7 ± 8.9 | −11.7 | a | 52.7 ± 13.3 | 44.8 ± 11.0 | −14.9 | a | 36.0 ± 11.2 | 30.0 ± 10.0 | −16.7 | a | 36.0 ± 10.2 | 30.2 ± 8.9 | −16.2 | c |
| LD-1 | 46.4 ± 8.8 | 34.0 ± 6.2 | −26.7 | a | 35.2 ± 8.0 | 25.7 ± 5.3 | −26.9 | a | 45.2 ± 10.1 | 30.5 ± 6.7 | −32.5 | a | 30.1 ± 7.5 | 16.9 ± 5.0 | −43.9 | a | 29.8 ± 7.0 | 21.3 ± 4.3 | −28.7 | a | |
| LD-2 | 39.7 ± 9.8 | 30.9 ± 6.5 | −22.0 | a | 30.4 ± 8.3 | 21.5 ± 5.5 | −29.3 | a | 39.9 ± 9.8 | 27.4 ± 6.3 | −31.4 | a | 29.1 ± 7.0 | 17.0 ± 4.2 | −41.7 | a | 28.1 ± 6.8 | 19.5 ± 4.7 | −30.6 | a | |
| UN | 40.8 ± 9.4 | 31.4 ± 5.0 | −22.9 | a | 29.8 ± 7.1 | 22.8 ± 5.9 | −23.6 | a | 40.4 ± 9.2 | 31.2 ± 6.9 | −22.8 | a | 26.8 ± 6.0 | 19.6 ± 4.0 | −26.9 | a | 26.0 ± 6.4 | 22.4 ± 5.2 | −14.0 | c | |
| O3 (μg/m3) | BL | 37.9 ± 11.3 | 36.2 ± 12.4 | −4.6 | ns | 42.6 ± 12.4 | 40.2 ± 10.8 | −5.6 | c | 45.3 ± 13.9 | 42.7 ± 13.8 | −5.7 | d | 51.8 ± 15.1 | 51.4 ± 16.8 | −0.8 | ns | 52.7 ± 13.6 | 52.1 ± 14.9 | −1.2 | ns |
| LD-1 | 54.9 ± 11.6 | 58.6 ± 7.8 | 6.8 | b | 62.8 ± 14.0 | 62.4 ± 10.2 | −0.6 | ns | 64.4 ± 15.1 | 73.2 ± 10.1 | 13.7 | a | 70.0 ± 17.2 | 79.9 ± 11.8 | 14.1 | a | 75.2 ± 16.5 | 74.6 ± 9.4 | −0.8 | ns | |
| LD-2 | 39.8 ± 12.5 | 40.5 ± 9.2 | 1.7 | ns | 43.3 ± 13.6 | 46.6 ± 10.9 | 7.6 | ns | 44.7 ± 15.4 | 52.3 ± 13.9 | 17.0 | b | 51.6 ± 15.9 | 59.7 ± 14.6 | 15.8 | b | 51.7 ± 14.7 | 56.5 ± 14.5 | 9.1 | d | |
| UN | 39.4 ± 8.8 | 28.0 ± 8.8 | −29.0 | a | 39.2 ± 10 | 36.4 ± 8.2 | −7.0 | ns | 41.8 ± 10.5 | 37.4 ± 10.4 | −10.6 | d | 45.7 ± 12.9 | 48.5 ± 12.7 | 6.1 | ns | 48.4 ± 11.8 | 45.2 ± 11.2 | −6.6 | ns | |
| CO (ppm) | BL | 0.61 ± 0.25 | 0.44 ± 0.16 | −27.8 | a | 0.62 ± 0.20 | 0.48 ± 0.16 | −22.9 | a | 0.63 ± 0.28 | 0.43 ± 0.16 | −30.9 | a | 0.42 ± 0.18 | 0.28 ± 0.11 | −33.4 | a | 0.42 ± 0.14 | 0.36 ± 0.13 | −13.9 | c |
| LD-1 | 0.48 ± 0.16 | 0.29 ± 0.08 | −39.8 | a | 0.52 ± 0.22 | 0.33 ± 0.10 | −37.3 | a | 0.53 ± 0.23 | 0.30 ± 0.10 | −43.5 | a | 0.38 ± 0.16 | 0.20 ± 0.07 | −46.9 | a | 0.36 ± 0.12 | 0.24 ± 0.06 | −34.0 | a | |
| LD-2 | 0.50 ± 0.19 | 0.30 ± 0.09 | −38.7 | a | 0.44 ± 0.18 | 0.29 ± 0.09 | −34.0 | a | 0.43 ± 0.19 | 0.31 ± 0.10 | −28.0 | a | 0.33 ± 0.13 | 0.19 ± 0.06 | −42.7 | a | 0.34 ± 0.15 | 0.24 ± 0.07 | −30.7 | a | |
| UN | 0.44 ± 0.16 | 0.36 ± 0.09 | −17.3 | b | 0.46 ± 0.14 | 0.31 ± 0.12 | −33.2 | a | 0.41 ± 0.15 | 0.37 + 0.11 | −8.5 | ns | 0.27 ± 0.11 | 0.22 ± 0.07 | −19.7 | b | 0.34 ± 0.11 | 0.29 ± 0.09 | −15.3 | d | |
BL-phase (1st January – 31st March); LD-phase 1 (1st April – 31st May); LD-phase 2 (1st June – 31st July); UN-phase (1st August – 31st August).
a: p ≤ 0.0001; b: p ≤ 0.001; c: p ≤ 0.01; d: p ≤ 0.05; ns: p > 0.05.
Inter-city comparison of average pollutant concentration changes and percentage changes during four phases of COVID-19 restrictions in 2020.
| BL | LD-1 | LD-2 | UL | Average | Average | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Pollutant | 2017–2019 | 2020 | Change (%) | 2017–2019 | 2020 | Change (%) | 2017–2019 | 2020 | Change (%) | 2017–2019 | 2020 | Change (%) | 2017–2019 | 2020 | |
| 26.1 | 20.1 | 29.5 | 24.6 | 18.2 | 14.9 | 16.4 | 13 | 23 | 18 | ||||||
| 55.1 | 45.9 | 52.4 | 44.0 | 51.4 | 42.9 | 31.1 | 26.6 | 48 | 40 | ||||||
| 43 | 35.2 | 36.9 | 23 | 32.7 | 20.9 | 31.5 | 22.9 | 36 | 26 | ||||||
| 47.3 | 42.8 | 65.8 | 69.6 | 47.9 | 51.5 | 45.1 | 39.2 | 52 | 51 | ||||||
| 0.478 | 0.315 | 0.406 | 0.209 | 0.335 | 0.197 | 0.319 | 0.221 | 0.38 | 0.24 | ||||||
| 13.9 | 7.9 | 15.6 | 13.9 | 11.9 | 7.5 | 8.4 | 7.7 | 12 | 9 | ||||||
| 19.9 | 13.1 | 22.7 | 21.0 | 17.7 | 13.6 | 14.8 | 12.2 | 19 | 15 | ||||||
| 42.5 | 30.1 | 37 | 22.1 | 31.4 | 15.9 | 27.6 | 17.3 | 35 | 21 | ||||||
| 31.1 | 41.4 | 47.8 | 63.5 | 47.5 | 63.8 | 42.3 | 48.4 | 42 | 54 | ||||||
| 0.285 | 0.287 | 0.223 | 0.159 | 0.218 | 0.165 | 0.224 | 0.244 | 0.24 | 0.21 | ||||||
| PM2.5 | 152.8 | 140.5 | 91.6 | 45.9 | 89 | 58.7 | 50.3 | 33.6 | 96 | 70 | |||||
| 290.6 | 239.3 | 263.4 | 102.7 | 268.2 | 151.3 | 164.2 | 85.89 | 247 | 145 | ||||||
| 114.1 | 108.1 | 100 | 44.5 | 105.5 | 56.9 | 62.9 | 44.4 | 96 | 63 | ||||||
| O3 | 61.1 | 43.9 | 110.7 | 84.7 | 120.3 | 107.3 | 68.9 | 59.4 | 90 | 74 | |||||
2018–2019 averages.
Fig. 3Times series of 24-h average and hourly maximum concentrations of PM2.5, PM10 and wind speed during different phases of COVID-19 restrictions in Mexico City.
Average pollutant concentrations and percentage change by lockdown phase and geographical area in London during 2017–2019 and 2020. Statistical significance values are shown with letters.
| Pollutant | Phase | North | Central | West | Southeast | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | 2017–2019 | 2020 | % | p | ||
| BL | 16.9 ± 13.6 | ns | 14.9 ± 12.2 | 8.5 ± 6.2 | −43 | a | 12.6 ± 11.3 | 7.5 ± 6.0 | −41 | a | 13.3 ± 11.0 | 7.4 ± 6.0 | −44 | a | |||
| LD-1 | 14.2 ± 8.5 | ns | 15.9 ± 10.7 | 13.9 ± 9.0 | −12 | ns | 14.4 ± 10.3 | 13.1 ± 8.7 | −9 | ns | 16.3 ± 11.8 | 14.4 ± 9.3 | −12 | ns | |||
| LD-2 | 12.4 ± 6.5 | 7.9 ± 2.7 | −37 | a | 11.1 ± 6.4 | 6.1 ± 1.6 | −45 | a | 11.9 ± 6.9 | 8.0 ± 2.4 | −33 | a | |||||
| UN | 8.9 ± 4.7 | 8.1 ± 5.5 | −10 | ns | 7.5 ± 3.8 | 5.7 ± 4.0 | −25 | d | 8.3 ± 4.2 | 8.6 ± 6.8 | 4 | ns | |||||
| BL | 21.5 ± 13.0 | 14.6 ± 7.6 | −32 | a | 16.7 ± 13.0 | 11.5 ± 7.0 | −31 | a | 16.3 ± 11.1 | 12.0 ± 6.9 | −26 | c | |||||
| LD-1 | 23.1 ± 12.4 | 21.1 ± 10.8 | −9 | ns | 20.6 ± 11.8 | 21.0 ± 11.4 | 2 | ns | 25.3 ± 16.5 | 20.6 ± 11.4 | −19 | d | |||||
| LD-2 | 18.9 ± 8.1 | 13.2 ± 3.4 | −30 | a | 16.0 ± 7.6 | 15.1 ± 5.9 | −6 | ns | 12.6 ± 5.6 | 11.8 ± 3.1 | −6 | ns | |||||
| UN | 15.8 ± 6.7 | 12.5 ± 7.0 | −21 | b | 13.3 ± 35.4 | 11.7 ± 6.5 | −12 | ns | 11.5 ± 5.7 | 12.0 ± 8.6 | 5 | ns | |||||
| BL | 30.3 ± 14.3 | 19.3 ± 12.3 | −36 | a | 51.7 ± 26.3 | 37.2 ± 20.6 | −28 | a | 47.8 ± 22.2 | 32.7 ± 14.5 | −32 | a | 25.8 ± 13.5 | 17.6 ± 12.7 | −32 | a | |
| LD-1 | 22.5 ± 8.4 | 14.5 ± 7.6 | −35 | a | 47.0 ± 26.3 | 26.7 ± 14.7 | −43 | a | 40.8 ± 19.6 | 21.3 ± 11.1 | −48 | a | 22.1 ± 10.8 | 17.6 ± 12.2 | −20 | d | |
| LD-2 | 17.4 ± 6.4 | 8.7 ± 3.4 | −50 | a | 42.0 ± 25.6 | 20.8 ± 10.3 | −50 | a | 33.3 ± 17.0 | 14.4 ± 6.4 | −57 | a | 17.3 ± 7.2 | 11.3 ± 5.6 | −35 | b | |
| UN | 15.2 ± 6.6 | 10.0 ± 6.0 | −34 | a | 36.2 ± 27.5 | 21.5 ± 12.8 | −41 | a | 31.1 ± 16.9 | 16.2 ± 10.0 | −48 | a | 13.6 ± 7.0 | 13.6 ± 8.7 | 0 | ns | |
| BL | 39.1 ± 19.4 | 50.6 ± 18.9 | 29 | a | 26.7 ± 17.8 | 37.6 ± 19.7 | 41 | a | 29.8 ± 17.9 | 39.6 ± 17.2 | 33 | a | 38.2 ± 18.8 | 51.1 ± 19.0 | 34 | a | |
| LD-1 | 57.5 ± 13.0 | 68.5 ± 12.1 | 19 | a | 44.1 ± 18.3 | 64.4 ± 15.1 | 46 | a | 45.0 ± 14.5 | 59.7 ± 12.5 | 33 | a | 53.8 ± 14.4 | 63.0 ± 15.0 | 17 | ns | |
| LD-2 | 56.4 ± 13.9 | 72.0 ± 6.5 | 28 | a | 44.2 ± 18.4 | 62.4 ± 10.5 | 41 | a | 44.6 ± 16.9 | 61.6 ± 8.2 | 38 | a | 53.8 ± 13.8 | – | ns | ||
| UN | 51.2 ± 15.3 | 55.1 ± 20.5 | 8 | ns | 39.4 ± 18.5 | 48.1 ± 22.2 | 22 | b | 38.7 ± 15.1 | 45.6 ± 18.2 | 18 | b | 50.0 ± 15.3 | 48.0 ± 21.2 | −4 | ns | |
| BL | 0.27 ± 0.18 | 0.23 ± 0.12 | −12 | c | |||||||||||||
BL-phase (1st January-22nd March); LD-phase 1 (23rd March to 11th May); LD-phase 2 (12th May to 31st May); UN-phase (1st June to 31st August).
a: p ≤ 0.0001; b: p ≤ 0.001; c: p ≤ 0.01; d: p ≤ 0.05; ns: p > 0.05.
Average pollutant concentrations and percentage change by lockdown phase and geographical area in Delhi during 2018–2019 and 2020. Statistical significance values are shown with letters.
| Pollutant | Phase | North (N) | NorthWest (NW) | NorthEast (NE) | Center (CE) | SouthWest (SW) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018–2019 | 2020 | % | p | 2018–2019 | 2020 | % | p | 2018–2019 | 2020 | % | p | 2018–2019 | 2020 | % | p | 2018–2019 | 2020 | % | p | ||
| BL | 114.3 ± 61.4 | 113.0 ± 63.3 | −1 | d | 164.9 ± 86.8 | 147.5 ± 74.8 | −11 | a | 144.1 ± 78.0 | 135.4 ± 68.5 | −6 | c | 150.0 ± 86.0 | 136.7 ± 84.0 | −9 | b | 135.2 ± 67.6 | 135.8 ± 75.6 | 0 | ns | |
| LD-1 | 76.7 ± 29.6 | 36.6 ± 14.0 | −52 | a | 101.8 ± 34.3 | 51.0 ± 17.3 | −50 | a | 89.9 ± 34.5 | 42.2 ± 18.5 | −53 | a | 76.3 ± 27.7 | 40.5 ± 15.3 | −47 | a | 86.9 ± 30.9 | 46.3 ± 17.6 | −47 | a | |
| LD-2 | 87.8 ± 33.7 | 42.9 ± 18.3 | −51 | a | 103.1 ± 338.2 | 63.1 ± 29.9 | −39 | a | 89.7 ± 32.4 | 54.2 ± 22.9 | −40 | a | 79.8 ± 28.9 | 46.3 ± 18.7 | −42 | a | 89.4 ± 33.8 | 52.3 ± 24.3 | −42 | a | |
| UN | 49.6 ± 41.9 | 27.5 ± 12.6 | −45 | a | 54.9 ± 37.5 | 37.0 ± 14.8 | −33 | a | 48.3 ± 27.9 | 38.1 ± 15.5 | −21 | a | 44.1 ± 30.6 | 29.8 ± 13.8 | −32 | a | 46.7 ± 22.8 | 31.5 ± 12.6 | −33 | a | |
| BL | 251.0 ± 104.2 | 191.5 ± 83.5 | −24 | a | 306.3 ± 123.5 | 243.5 ± 98.9 | −21 | a | ±114.0 | 223.8 ± 85.2 | −16 | a | 256.2 ± 111.2 | 220.4 ± 99.3 | −14 | a | 327.7 ± 118.6 | 296.6 ± 109.8 | −9 | c | |
| LD-1 | 231.7 ± 89.2 | 80.8 ± 30.1 | −65 | a | 288.3 ± 102.5 | 109.3 ± 40.6 | −62 | a | 252.7 ± 75.2 | 99.3 ± 35.7 | −61 | a | 222.8 ± 75.0 | 91.9 ± 34.1 | −59 | a | 261.9 ± 91.0 | 107.4 ± 41.9 | −59 | a | |
| LD-2 | 253.5 ± 87.9 | 113.7 ± 42.1 | −55 | a | 299.9 ± 97.6 | 146.9 ± 63.3 | −51 | a | 262.1 ± 85.3 | 138.0 ± 45.1 | −47 | a | 235.5 ± 84.1 | 127.6 ± 48.3 | −46 | a | 305.5 ± 100.0 | 154.4 ± 58.7 | −49 | a | |
| UN | 137.1 ± 110.7 | 62.4 ± 36.0 | −55 | a | 173.5 ± 130.0 | 93.5 ± 44.1 | −46 | a | 146.4 ± 95.0 | 96.7 ± 43.1 | −34 | a | 142.0 ± 122.0 | 75.4 ± 46.9 | −47 | a | 216.5 ± 129.9 | 100.7 ± 59.4 | −54 | a | |
| BL | 131.2 ± 37.2 | 104.4 ± 28.9 | −20 | a | 116.7 ± 55.4 | 114.4 ± 92.4 | −2 | ns | 72.9 ± 31.3 | 91.3 ± 36.8 | 25 | d | 129.7 ± 75.7 | 101.1 ± 39.3 | −22 | a | 84.8 ± 51.8 | 107.3 ± 25.1 | 26 | b | |
| LD-1 | 126.8 ± 35.3 | 30.2 ± 8.5 | −76 | a | 99.6 ± 50.7 | 57.9 ± 45.2 | −42 | a | 65.5 ± 32.0 | 48.0 ± 12.9 | −27 | a | 117.9 ± 48.2 | 30.0 ± 11.7 | −75 | a | 82.9 ± 42.0 | 32.5 ± 9.3 | −61 | a | |
| LD-2 | 143.4 ± 40.7 | 46.7 ± 20.6 | −67 | a | 104.9 ± 50.8 | 52.8 ± 25.7 | −50 | a | 71.2 ± 28.5 | 68.3 ± 27.7 | −4 | ns | 114.2 ± 44.9 | 47.9 ± 23.2 | −58 | a | 78.2 ± 26.2 | 46.2 ± 17.5 | −41 | a | |
| UN | 79.6 ± 27.4 | 39.7 ± 11.9 | −50 | a | 60.1 ± 29.6 | 40.7 ± 13.6 | −32 | a | 43.0 ± 18.6 | 46.8 ± 20.8 | 9 | ns | 73.6 ± 25.4 | 52.7 ± 13.4 | −28 | a | 55.3 ± 18.4 | 50.2 ± 12.6 | −9 | c | |
| BL | 51.1 ± 25.1 | 35.2 ± 11.4 | −31 | a | 60.5 ± 29.0 | 27.3 ± 19.5 | −55 | a | 67.9 ± 26.2 | 54.4 ± 21.8 | −20 | b | 65.2 ± 28.7 | 69.9 ± 29.9 | 7 | c | 70.3 ± 31.7 | 60.3 ± 23.7 | −14 | ns | |
| LD-1 | 96.2 ± 17.5 | 47.5 ± 11.4 | −51 | a | 101.9 ± 37.6 | 44.8 ± 31.2 | −56 | a | 123.0 ± 30.6 | 101.9 ± 27.2 | −17 | a | 118.8 ± 29.9 | 137.3 ± 41.0 | 16 | c | 120.5 ± 22.9 | 122.5 ± 31.6 | 2 | ns | |
| LD-2 | 112.3 ± 28.9 | 98.6 ± 75.5 | −13 | ns | 112.6 ± 32.4 | 74.2 ± 36.5 | −34 | a | 122.2 ± 43.4 | 103.6 ± 32.5 | −15 | d | 131.3 ± 31.7 | 168.2 ± 39.8 | 28 | a | 135.5 ± 34.3 | 152.8 ± 31.1 | 13 | d | |
| UN | 66.6 ± 43.2 | 67.1 ± 46.0 | 1 | b | 61.1 ± 37.6 | 48.9 ± 43.5 | −20 | b | 81.9 ± 49.5 | 67.4 ± 24.1 | −18 | b | 77.0 ± 45.7 | 63.7 ± 44.4 | −17 | b | 73.7 ± 46.9 | 79.4 ± 41.5 | 8 | ns | |
BL-phase (1st January −22nd March); LD-phase 1 (23rd March to 11th May); LD-phase 2 (12h May to 31st May); UN-phase (1st June to 31st August).
a: p ≤ 0.0001; b: p ≤ 0.001; c: p ≤ 0.01; d: p ≤ 0.05; ns: p > 0.05.