Household Water and Energy Consumption Changes during COVID-19 Pandemic Lockdowns: Cases of the Kazakhstani Cities of Almaty, Shymkent, and Atyrau
Abstract
:1. Introduction
1.1. Study Area
1.1.1. Shymkent City
1.1.2. Almaty City and Almaty Region
1.1.3. Atyrau City
2. Materials and Methods
3. Results and Discussion
3.1. Water Consumption and Wastewater Generation: The Case of Shymkent
3.2. Energy Consumption
3.2.1. The Case of Almaty
3.2.2. The Case of Atyrau
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Haider, A.S.; Al-Salman, S. Dataset of Jordanian university students’ psychological health impacted by using e-learning tools during COVID-19. Data Br. 2020, 32, 106104. [Google Scholar] [CrossRef]
- Chinn, R.Y.W.; Sehulster, L. Guidelines for Environmental Infection Control in Health-Care Facilities: Recommendations of CDC and Healthcare Infection Control Practices Advisory Committee (HICPAC); CDC: Atlanta, GA, USA, 2003.
- Dzhambov, A.M.; Lercher, P.; Browning, M.H.E.M.; Stoyanov, D.; Petrova, N.; Novakov, S.; Dimitrova, D.D. Does greenery experienced indoors and outdoors provide an escape and support mental health during the COVID-19 quarantine? Environ. Res. 2020, 196, 110420. [Google Scholar] [CrossRef]
- Balocco, C.; Leoncini, L. Energy cost for effective ventilation and air quality for healthy buildings: Plant proposals for a historic building school reopening in the covid-19 era. Sustainability 2020, 12, 8737. [Google Scholar] [CrossRef]
- Moreno, C.; Wykes, T.; Galderisi, S.; Nordentoft, M.; Crossley, N.; Jones, N.; Cannon, M.; Correll, C.U.; Byrne, L.; Carr, S.; et al. How mental health care should change as a consequence of the COVID-19 pandemic. Lancet Psychiatry 2020, 7, 813–824. [Google Scholar] [CrossRef]
- Kalbusch, A.; Henning, E.; Brikalski, M.P.; de Luca, F.V.; Konrath, A.C. Impact of coronavirus (COVID-19) spread-prevention actions on urban water consumption. Resour. Conserv. Recycl. 2020, 163, 105098. [Google Scholar] [CrossRef] [PubMed]
- Hu, M.; Roberts, J.D.; Azevedo, G.P.; Milner, D. The role of built and social environmental factors in Covid-19 transmission: A look at America’s capital city. Sustain. Cities Soc. 2021, 65, 102580. [Google Scholar] [CrossRef]
- Tokazhanov, G.; Tleuken, A.; Guney, M.; Turkyilmaz, A. How is COVID-19 Experience Transforming Sustainability Requirements of Residential Buildings? A Review. Sustainability 2020, 12, 8732. [Google Scholar] [CrossRef]
- Nicola, M.; Alsafi, Z.; Sohrabi, C.; Kerwan, A.; Al-Jabir, A.; Iosifidis, C.; Agha, M.; Agha, R. The socio-economic implications of the coronavirus pandemic (COVID-19): A review. Int. J. Surg. 2020, 78, 185–193. [Google Scholar] [CrossRef]
- Realyvásquez-Vargas, A.; Maldonado-Macías, A.A.; Arredondo-Soto, K.C.; Baez-Lopez, Y.; Carrillo-Gutiérrez, T.; Hernández-Escobedo, G. The impact of environmental factors on academic performance of university students taking online classes during the COVID-19 pandemic in Mexico. Sustainability 2020, 12, 9194. [Google Scholar] [CrossRef]
- Shrestha, A.; Kazama, S.; Takizawa, S. Influence of service levels and covid-19 on water supply inequalities of community-managed service providers in Nepal. Water 2021, 13, 1349. [Google Scholar] [CrossRef]
- Amankwah-Amoah, J. Stepping up and stepping out of COVID-19: New challenges for environmental sustainability policies in the global airline industry. J. Clean. Prod. 2020, 271, 123000. [Google Scholar] [CrossRef]
- Cheval, S.; Adamescu, C.M.; Georgiadis, T.; Herrnegger, M.; Piticar, A.; Legates, D.R. Observed and potential impacts of the covid-19 pandemic on the environment. Int. J. Environ. Res. Public Health 2020, 17, 4140. [Google Scholar] [CrossRef]
- Rume, T.; Islam, S.M.D.U. Environmental effects of COVID-19 pandemic and potential strategies of sustainability. Heliyon 2020, 6, e04965. [Google Scholar] [CrossRef] [PubMed]
- Elsaid, K.; Olabi, V.; Sayed, E.T.; Wilberforce, T.; Abdelkareem, M.A. Effects of COVID-19 on the environment: An overview on air, water, wastewater, and solid waste. J. Environ. Manage. 2021, 292, 112694. [Google Scholar] [CrossRef]
- Balacco, G.; Totaro, V.; Iacobellis, V.; Manni, A.; Spagnoletta, M.; Piccinni, A.F. Influence of COVID-19 spread on water drinking demand: The case of Puglia Region (Southern Italy). Sustainability 2020, 12, 5919. [Google Scholar] [CrossRef]
- Monzón-Chavarrías, M.; Guillén-Lambea, S.; García-Pérez, S.; Montealegre-Gracia, A.L.; Sierra-Pérez, J. Heating energy consumption and environmental implications due to the change in daily habits in residential buildings derived from COVID-19 crisis: The case of Barcelona, Spain. Sustainability 2021, 13, 918. [Google Scholar] [CrossRef]
- Tleuken, A.; Tokazhanov, G.; Guney, M.; Turkyilmaz, A.; Karaca, F. Readiness Assessment of Green Building Certification Systems for Residential Buildings during Pandemics. Sustainability 2021, 13, 460. [Google Scholar] [CrossRef]
- Ikiz, E.; Maclaren, V.W.; Alfred, E.; Sivanesan, S. Impact of COVID-19 on household waste flows, diversion and reuse: The case of multi-residential buildings in Toronto, Canada. Resour. Conserv. Recycl. 2021, 164, 105111. [Google Scholar] [CrossRef]
- Kuzemko, C.; Bradshaw, M.; Bridge, G.; Goldthau, A.; Jewell, J.; Overland, I.; Scholten, D.; Van de Graaf, T.; Westphal, K. Covid-19 and the politics of sustainable energy transitions. Energy Res. Soc. Sci. 2020, 68, 101685. [Google Scholar] [CrossRef] [PubMed]
- Samueli, B.; Sror, N.; Jotkowitz, A.; Taragin, B. Remote pathology education during the COVID-19 era: Crisis converted to opportunity. Ann. Diagn. Pathol. 2020, 49, 151612. [Google Scholar] [CrossRef]
- Rotas, E.; Cahapay, M. Difficulties in Remote Learning: Voices of Philippine University Students in the Wake of COVID-19 Crisis. Asian J. Distance Educ. 2020, 15, 147–158. [Google Scholar]
- Becker, S.P.; Breaux, R.; Cusick, C.N.; Dvorsky, M.R.; Marsh, N.P.; Sciberras, E.; Langberg, J.M. Remote Learning During COVID-19: Examining School Practices, Service Continuation, and Difficulties for Adolescents with and without Attention-Deficit/Hyperactivity Disorder. J. Adolesc. Heal. 2020, 67, 769–777. [Google Scholar] [CrossRef] [PubMed]
- Mohmmed, A.O.; Khidhir, B.A.; Nazeer, A.; Vijayan, V.J. Emergency remote teaching during Coronavirus pandemic: The current trend and future directive at Middle East College Oman. Innov. Infrastruct. Solut. 2020, 5, 1–11. [Google Scholar] [CrossRef]
- Severo, E.A.; De Guimarães, J.C.F.; Dellarmelin, M.L. Impact of the COVID-19 pandemic on environmental awareness, sustainable consumption and social responsibility: Evidence from generations in Brazil and Portugal. J. Clean. Prod. 2021, 286, 124947. [Google Scholar] [CrossRef]
- Markova, A. Kak God Pandemii Povliyal na Kazakhstan. Kursiv 2021. Available online: https://kursiv.kz/news/obschestvo/2021-03/kak-god-pandemii-povliyal-na-kazakhstan (accessed on 3 August 2021).
- Agaidarov, A.; Izvorski, I.V.; Rahardja, S. Kazakhstan Economic Update: Navigating the Crisis; World Bank Group: Washington, DC, USA, 2020. [Google Scholar]
- Crape, B.L.; Rakshit, A.; Yakhiyayeva, T. Depression Associated with Pandemic Economic Duress, Knowing Someone with COVID-19, But Not with COVID-19 Deaths in Kazakhstan: A Two-City Randomized Baseline Survey for a Longitudinal Panel Study. SSRN Electron. J. 2021. Preprint. [Google Scholar] [CrossRef]
- Marteau, J.-F. Post-COVID Education in Kazakhstan: Heavy Losses and Deepening Inequality. 2020. Available online: https://blogs.worldbank.org/europeandcentralasia/post-covid-education-kazakhstan-heavy-losses-and-deepening-inequality (accessed on 8 August 2021).
- Bokayev, B.; Torebekova, Z.; Abdykalikova, M.; Davletbayeva, Z. Exposing policy gaps: The experience of Kazakhstan in implementing distance learning during the COVID-19 pandemic. Transform. Gov. People Process Policy 2021, 15, 275–290. [Google Scholar] [CrossRef]
- Shaikholla, S.; Dikhanbayeva, D.; Suleiman, Z.; Shehab, E.; Turkyilmaz, A. Impact of COVID-19 on Industry 4.0 Implementation: Kazakhstan Industry Case. In Proceedings of the 2021 IEEE International Conference on Smart Information Systems and Technologies (SIST), Nur-Sultan, Kazakhstan, 28–30 April 2021; pp. 1–6. [Google Scholar]
- Van der Voorn, T.; van den Berg, C.; Bhattacharya, P.; Quist, J. Never Waste a Crisis: Drawing First Lessons from the COVID-19 Pandemic to Tackle the Water Crisis. ACS ES&T Water 2021, 1, 8–10. [Google Scholar] [CrossRef]
- Antwi, S.H.; Getty, D.; Linnane, S.; Rolston, A. COVID-19 water sector responses in Europe: A scoping review of preliminary governmental interventions. Sci. Total Environ. 2021, 762, 143068. [Google Scholar] [CrossRef]
- Abu-Bakar, H.; Williams, L.; Hallett, S.H. Quantifying the impact of the COVID-19 lockdown on household water consumption patterns in England. Clean Water 2021, 4, 1–9. [Google Scholar] [CrossRef]
- Li, D.; Engel, R.A.; Ma, X.; Porse, E.; Kaplan, J.D.; Margulis, S.A.; Lettenmaier, D.P. Stay-at-home orders during the COVID-19 pandemic reduced urban water use. Environ. Sci. Technol. Lett. 2021, 8, 431–436. [Google Scholar] [CrossRef]
- Feizizadeh, B.; Omarzadeh, D.; Ronagh, Z.; Sharifi, A.; Blaschke, T.; Lakes, T. A scenario-based approach for urban water management in the context of the COVID-19 pandemic and a case study for the Tabriz metropolitan area, Iran. Sci. Total Environ. 2021, 790, 148272. [Google Scholar] [CrossRef]
- Sivakumar, B. COVID-19 and water. Stoch. Environ. Res. Risk Assess. 2021, 35, 531–534. [Google Scholar] [CrossRef]
- Amuakwa-Mensah, F.; Klege, R.A.; Adom, P.K.; Köhlin, G. COVID-19 and handwashing: Implications for water use in Sub-Saharan Africa. Water Resour. Econ. 2021, 36, 100189. [Google Scholar] [CrossRef] [PubMed]
- Sayeed, A.; Rahman, M.H.; Bundschuh, J.; Herath, I.; Ahmed, F.; Bhattacharya, P.; Tariq, M.R.; Rahman, F.; Joy, M.T.I.; Abid, M.T.; et al. Handwashing with soap: A concern for overuse of water amidst the COVID-19 pandemic in Bangladesh. Groundw. Sustain. Dev. 2021, 13, 100561. [Google Scholar] [CrossRef] [PubMed]
- Roidt, M.; Chini, C.M.; Stillwell, A.S.; Cominola, A. Unlocking the Impacts of COVID-19 Lockdowns: Changes in Thermal Electricity Generation Water Footprint and Virtual Water Trade in Europe. Environ. Sci. Technol. Lett. 2020, 7, 683–689. [Google Scholar] [CrossRef]
- Renukappa, S.; Kamunda, A.; Suresh, S. Impact of COVID-19 on water sector projects and practices. Util. Policy 2021, 70, 101194. [Google Scholar] [CrossRef]
- Krarti, M.; Aldubyan, M. Review analysis of COVID-19 impact on electricity demand for residential buildings. Renew. Sustain. Energy Rev. 2021, 143, 110888. [Google Scholar] [CrossRef]
- Wang, Q.; Li, S.; Jiang, F. Uncovering the impact of the COVID-19 pandemic on energy consumption: New insight from difference between pandemic-free scenario and actual electricity consumption in China. J. Clean. Prod. 2021, 313, 127897. [Google Scholar] [CrossRef]
- Rouleau, J.; Gosselin, L. Impacts of the COVID-19 lockdown on energy consumption in a Canadian social housing building. Appl. Energy 2021, 287, 116565. [Google Scholar] [CrossRef]
- Kang, H.; An, J.; Kim, H.; Ji, C.; Hong, T.; Lee, S. Changes in energy consumption according to building use type under COVID-19 pandemic in South Korea. Renew. Sustain. Energy Rev. 2021, 148, 111294. [Google Scholar] [CrossRef]
- Qarnain, S.S.; Sattanathan, M.; Sankaranarayanan, B.; Ali, S.M. Analyzing energy consumption factors during coronavirus (COVID-19) pandemic outbreak: A case study of residential society. Energy Sources, Part A Recover. Util. Environ. Eff. 2020, 1–20. [Google Scholar] [CrossRef]
- Mokhtari, R.; Jahangir, M.H. The effect of occupant distribution on energy consumption and COVID-19 infection in buildings: A case study of university building. Build. Environ. 2021, 190, 107561. [Google Scholar] [CrossRef]
- Zheng, W.; Hu, J.; Wang, Z.; Li, J.; Fu, Z.; Li, H.; Jurasz, J.; Chou, S.K.; Yan, J. COVID-19 Impact on Operation and Energy Consumption of Heating, Ventilation and Air-Conditioning (HVAC) Systems. Adv. Appl. Energy 2021, 3, 100040. [Google Scholar] [CrossRef]
- Qarnain, S.S.; Muthuvel, S.; Bathrinath, S. Review on government action plans to reduce energy consumption in buildings amid COVID-19 pandemic outbreak. Mater. Today Proc. 2021, 45, 1264–1268. [Google Scholar] [CrossRef]
- Madurai Elavarasan, R.; Shafiullah, G.M.; Raju, K.; Mudgal, V.; Arif, M.T.; Jamal, T.; Subramanian, S.; Sriraja Balaguru, V.S.; Reddy, K.S.; Subramaniam, U. COVID-19: Impact analysis and recommendations for power sector operation. Appl. Energy 2020, 279, 115739. [Google Scholar] [CrossRef] [PubMed]
- Carvalho, M.; Bandeira de Mello Delgado, D.; de Lima, K.M.; de Camargo Cancela, M.; dos Siqueira, C.A.; de Souza, D.L.B. Effects of the COVID-19 pandemic on the Brazilian electricity consumption patterns. Int. J. Energy Res. 2021, 45, 3358–3364. [Google Scholar] [CrossRef]
- Sabekov, S. Kak Pandemiya Povliyala na Energeticheskuu Otrasl v Kazakhstane i Mire—Mnenie Experta. Kazinform 2020. Available online: https://www.inform.kz/ru/kak-pandemiya-povliyala-na-energeticheskuyu-otrasl-v-kazahstane-i-mire-mnenie-eksperta_a3656209 (accessed on 3 August 2021).
- UNDP. Fourth Biennial Report of the Republic of Kazakhstan to the UN Framework Convention on Climate Change; UNDP: New York, NY, USA, 2019. [Google Scholar]
- Gadimova, N. Kazakhstan May Run Out of Drinking Water By 2038. Available online: https://caspiannews.com/news-detail/kazakhstan-may-run-out-of-drinking-water-by-2038-2018-8-27-22/ (accessed on 28 July 2021).
- Info Shymkent. Available online: https://www.shymkent.info/ (accessed on 30 July 2021).
- LLP Water Resources-Marketing. Vizitnaya Kartochka. Available online: https://www.wrm.kz/rus/visit-card.html (accessed on 16 July 2021).
- Bureau of National Statistics of the Agency for Strategic Planning and Reforms of the Republic of Kazakhstan Almaty. Available online: https://stat.gov.kz/region/268020 (accessed on 23 August 2021).
- Almaty—A city profile. Available online: https://www.eyeonasia.gov.sg/other-asian-countries/central-asia/almaty-a-city-profile/ (accessed on 15 September 2021).
- Bureau of National Statistics of the Agency for Strategic Planning and Reforms of the Republic of Kazakhstan Almaty region. Available online: https://stat.gov.kz/region/250502 (accessed on 23 August 2021).
- Vidyanova, A. Kak Gazifikaciya TEC-1 Povliyala na Ekologiu Almaty? Available online: https://kapital.kz/economic/91440/kak-gazifikatsiya-t-ets-1-povliyala-na-ekologiyu-almaty.html (accessed on 5 August 2021).
- Domnin, S. Pyat’ Krupneishih Electrostancii Kazakhstana v 2020 Godu Uvelichili Vyrabotku na 2.5%. Available online: https://kursiv.kz/news/otraslevye-temy/2021-03/pyat-krupneyshikh-elektrostanciy-kazakhstana-v-2020-godu-uvelichili (accessed on 10 August 2021).
- Statistical Committee of National Economy Ministry of the Republic of Kazakhstan. The Population of the Republic of Kazakhstan in the Context of Regions and the Capital, Cities, Districts, District Centers and Villages. 2021. Available online: https://stat.gov.kz/api/getFile/?docId=ESTAT354434 (accessed on 17 August 2021).
- Tasbulatova, S. Na TEC Vvedena v Stroi Novaya Gazoturbinaya Stanciya. Available online: https://azh.kz/ru/news/view/33262 (accessed on 4 September 2021).
- Mostovoy, Z. Atyrauskaya TEC Priznala Vinu v Massovoi Gibeli Ryby. Available online: https://365info.kz/2019/06/atyrauskaya-tets-priznala-vinu-v-massovoj-gibeli-ryby (accessed on 1 September 2021).
- Вoпрoсы-oтветы. Вoдные Ресурсы Маркетинг (ВРМ). Available online: https://www.wrm.kz/rus/faq/23-5.html (accessed on 4 October 2021).
- UNICEF. Everything You Need to Know about Washing Your Hands to Protect against Coronavirus (COVID-19) | UNICEF Kazakhstan. Available online: https://www.unicef.org/kazakhstan/en/stories/everything-you-need-know-about-washing-your-hands-protect-against-coronavirus-covid-19 (accessed on 16 September 2020).
- Vodu Budut Podavat po Grafiku v Uralske. Available online: https://24.kz/ru/news/social/item/405350-vodu-budut-podavat-po-grafiku-v-uralske (accessed on 28 July 2021).
- Cheshmehzangi, A. COVID-19 and household energy implications: What are the main impacts on energy use? Heliyon 2020, 6, e05202. [Google Scholar] [CrossRef]
- Edomah, N.; Ndulue, G. Energy transition in a lockdown: An analysis of the impact of COVID-19 on changes in electricity demand in Lagos Nigeria. Glob. Transit. 2020, 2, 127–137. [Google Scholar] [CrossRef]
- Bielecki, S.; Dukat, P.; Skoczkowski, T.; Sobczak, L.; Buchoski, J.; Maciag, Ł. Impact of the lockdown during the covid-19 pandemic on electricity use by residential users. Energies 2021, 14, 980. [Google Scholar] [CrossRef]
Year | Population | Population% Variation (A) | Water Consumption, m3 | Water Consumption % Variation (B) |
---|---|---|---|---|
2011 | 642,700 | n/a | 20,111 | n/a |
2012 | 662,300 | +3.05 | 23,310 | +15.91 |
2013 | 683,300 | +3.17 | 24,313 | +4.30 |
2014 | 711,873 | +4.18 | 26,490 | +8.95 |
2015 | 858,147 | +20.55 | 28,622 | +8.05 |
2016 | 885,799 | +3.22 | 30,687 | +7.21 |
2017 | 912,300 | +2.99 | 32,225 | +5.01 |
2018 | 951,605 | +4.31 | 33,802 | +4.89 |
2019 | 1,009,086 | +6.04 | 35,023 | +3.61 |
2020 | 1,038,152 | +2.88 | 37,689 | +7.61 |
Source | Value | Standard Error | t | Pr > |t| | Lower Bound (95%) | Upper Bound (95%) |
---|---|---|---|---|---|---|
Intercept | −850.382 | 2297.823 | −0.805 | 0.444 | −7149.171 | 3448.408 |
Population | 0.037 | 0.003 | 13.716 | <0.0001 | 0.031 | 0.043 |
Equation of the model (Water consumption, m3): | ||||||
Water consumption, m3 = −1850.38 + 0.0371 ∗ Population | ||||||
Standardized coefficients (Water consumption, m3): Correlation | ||||||
Source | Value | Standard error | t | Pr > |t| | Lower bound (95%) | Upper bound (95%) |
Population | 0.979 | 0.071 | 13.716 | <0.0001 | 0.815 | 1.144 |
Year | Population | Population % Variation | Electric Energy Consumption, kWh | Electric Energy Consumption % Variation |
---|---|---|---|---|
2019 | 1,854,656 | n/a | 1,230,190 | n/a |
2020 | 1,916,822 | +3.35% | 1,278,444 | +3.92% |
2021 | 1,996,700 | +4.17% | 1,346,268 | +5.31% |
Year | Population | Population % Variation | Electric Energy Consumption, kWh | Electric Energy Consumption % Variation |
---|---|---|---|---|
2019 | 2,038,935 | n/a | 816,477 | n/a |
2020 | 2,055,724 | +0.82% | 870,756 | +6.65% |
2021 | 2,092,400 | +1.78% | 915,855 | +5.18% |
Electricity Consumption | Number of Consumers | |||||
---|---|---|---|---|---|---|
March | April | May | March | April | May | |
2018 | 25,812,172 | 23,542,181 | 21,848,953 | 97,198 | 97,479 | 97,802 |
2019 | 26,384,106 | 24,677,799 | 23,944,992 | 101,381 | 101,599 | 101,879 |
2020 | 27,051,863 | 26,822,609 | 25,714,753 | 105,227 | 105,221 | 105,504 |
2021 | 30,957,504 | 28,436,423 | 27,582,400 | 107,031 | 107,469 | 107,469 |
Name | Value |
---|---|
Difference | −0.004 |
t (Observed value) | −0.001 |
|t| (Critical value) | 2.201 |
DF | 11 |
p-value (Two-tailed) | 0.999 |
alpha | 0.05 |
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Tleuken, A.; Tokazhanov, G.; Serikbay, A.-B.; Zhalgasbayev, K.; Guney, M.; Turkyilmaz, A.; Karaca, F. Household Water and Energy Consumption Changes during COVID-19 Pandemic Lockdowns: Cases of the Kazakhstani Cities of Almaty, Shymkent, and Atyrau. Buildings 2021, 11, 663. https://doi.org/10.3390/buildings11120663
Tleuken A, Tokazhanov G, Serikbay A-B, Zhalgasbayev K, Guney M, Turkyilmaz A, Karaca F. Household Water and Energy Consumption Changes during COVID-19 Pandemic Lockdowns: Cases of the Kazakhstani Cities of Almaty, Shymkent, and Atyrau. Buildings. 2021; 11(12):663. https://doi.org/10.3390/buildings11120663
Chicago/Turabian StyleTleuken, Aidana, Galym Tokazhanov, Aray-Bibi Serikbay, Kuanysh Zhalgasbayev, Mert Guney, Ali Turkyilmaz, and Ferhat Karaca. 2021. "Household Water and Energy Consumption Changes during COVID-19 Pandemic Lockdowns: Cases of the Kazakhstani Cities of Almaty, Shymkent, and Atyrau" Buildings 11, no. 12: 663. https://doi.org/10.3390/buildings11120663
APA StyleTleuken, A., Tokazhanov, G., Serikbay, A. -B., Zhalgasbayev, K., Guney, M., Turkyilmaz, A., & Karaca, F. (2021). Household Water and Energy Consumption Changes during COVID-19 Pandemic Lockdowns: Cases of the Kazakhstani Cities of Almaty, Shymkent, and Atyrau. Buildings, 11(12), 663. https://doi.org/10.3390/buildings11120663