Short Review Vol. 4 No. 1 (2020): International J Health Systems and Implementation Research
How Modern Geographical Information Systems Based Mapping and Tracking Can Help to Combat Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Pandemic around the World and India.
GIS Based Mapping and Tracking to Combat SARS-CoV2
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Keywords:
- GIS
- Geographical Information System
- COVID-19
- SARS-CoV-2
- Coronavirus
- Mobile Apps
- Dashboards
- Pandemic
- India
Abstract
In December 2019, a new virus of unknown etiology emerged in Wuhan city of Hubei Province, China causing the severe acute respiratory syndrome. The new virus originally called ‘Novel Coronavirus 2019-nCoV’, subsequently renamed to SARS-CoV-2 cause the disease named COVID-19. Despite China’s effort to contain the virus within Wuhan, it spread across the continent and affected more than 200 countries within a short period and has put millions of lives and jobs in jeopardy. Geographical Information Systems (GIS) and its methods have been proven as an effective tool to control and monitor the preparedness of such pandemic in the past. This paper presents review of web-based real-time map-centric dashboards and mobile applications using modern GIS technologies, Global Positioning Systems (GPS), and Artificial Intelligence (AI) in order to collate the data from different validated sources to map and disseminate information on the disease spread, risk mapping, contact tracing and to keep track of COVID 19 pandemic across the world and India.
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Introduction
The first case of Novel Coronavirus 2019-nCoV was reported in Wuhan city of Hubei Province, China in December 2019; later it was renamed as – SARS-CoV-2 which causes Severe Acute Respiratory Syndrome (SARS). Coronavirus is a group of viruses that can cause mild to lethal illnesses causing respiratory tract infections. The first such virus was found in domesticated chickens in 1930 as the infectious bronchitis virus (IBV) [1], and the first human coronavirus was isolated in 1960 [2,3]. Unlike other coronavirus linked illness, two outbreaks namely: a) an outbreak of atypical pneumonia in Guangdong Province, China in November 2002, also known to be the first known lethal illness of SARS [4–6], and b) Middle East respiratory syndrome (MERS), also known as camel flu, caused by the MERS-coronavirus (MERS-CoV), originated in Arabian Peninsula in 2012 [7–9], had raised the alarm globally. Coronavirus disease COVID-19 that emerged in Wuhan spread extremely fast across the globe [10–12] as compared to the 2003 and 2012 SARS and MERS outbreaks. Based on epidemiology of this disease, on January 30, 2020, World Health Organization (WHO) declared SARS-CoV-2 outbreaks as Public Health Emergency of International Concern (PHEIC) [13].
Longley et al., in their book Geographic Information Systems, have defined “Geographic information systems are a special class of information systems that keep track not only of events, activities, and things, but also of where these events, activities, and things happen or exist.” The systems consists of human resources, procedures, software, networks, and hardware for input, capable of analyzing and displaying spatially referenced data [14].
Geographical Information Systems (GIS) and its methods have proven to be a powerful tool in SARS and MERS outbreaks in order to visualize progression of these diseases, to understand spatial evolution and temporal changes of diseases clusters over time, and to learn the spatial distribution of suspected cases (for example, Corda’s World Map of SARS depicts each country affected by SARS corona virus in choropleth maps Figure:1 [15]. These methods also allow the spatial contact tracing of a suspected case, spatial prediction of disease transmission and risk mapping to understand the epidemiology of the diseases [15–20].
Conventional mapping of disease outbreaks and their locations was done effectively in the 1854 London cholera outbreak [21], and the 1694 containment of plague in Italy [22]. Modern technologies for robust mapping and spatial analysis of health indices started in 1960. In 2016, the U.S. Centres for Disease Control and Prevention, used web based GIS technologies from Environmental Systems Research Institute (ESRI) to track the Zika virus outbreak in USA [23,24].
Interactive web-based maps play a crucial role in outbreak control, offering real-time or near real-time map updates, incorporating multiple data sources from different countries, data triangulation of variety of sources, and offer wider dissemination to larger audiences across the globe. This paper illustrates how modern GIS technologies are being used to tackle the COVID-19 outbreak in the world and in India.
Global Initiatives of Web-Based COVID-19 Tracking
The perils of SARS-CoV-2 outbreak have traversed across the globe, risking people’s lives. However, this COVID-19 pandemic did create extensive misinformation regarding the illness [25]. This led the authorities to channel exact and accurate information regarding SARS-CoV-2 coronavirus. Globally many organizations, universities, and government joined hands to develop a combined GIS, Artificial Intelligence (AI), and big data-enabled analytics dashboards to track and map the dynamics of COVID-19 pandemic. The majority of these dashboards use many data sources across the world and update their information in real-time or in near real-time by AI-powered technology [26].
COVID-19 Dashboard by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU)
The dashboard was developed by Lauren Gardner, Associate Professor in the Department of Civil and Systems Engineering at Johns Hopkins Whiting School of Engineering, and her team. The dashboard debuted on January 22, 2020, and now has one billion views per day (Figure: 2) [27]. Total confirmed cases by country get updated on left side of the dashboard and total deaths, total recovered, and total tests conducted in the USA are displayed on right side of dashboard. The bottom of the dashboard depicts a link to the article in Lancet [28], blog[29] and downloadable dataset in GitHub [30]. ESRI living atlas team supports the GIS components, with striking black and red world map [31]. Data sources for JHU CSSE dashboard are: World Health Organization [32], Centre for Diseases Control and Prevention (CDC) [33], European Centre for Disease Prevention and Control (ECDC) [34], National Health Commission of People Republic of China (NHC) [35], DXY.DX Doctor (DXY) [36], 1point3acres [37], Worldometers.info [38], BNO [39], and the COVID Tracking Project [40]. Anyone with an active internet connection and with few clicks can learn from this resource. JHU dashboard also provides a mobile version [41] as well as future maps [42].
WHO Coronavirus (COVID-19) Situation Dashboard
WHO has released a key update about COVID-19 situation dashboard as COVID-19 initiative with a clean and modern user interface with several data visualizations (Figure: 3) [43]. This update allows users to get information on confirmed cases and deaths on daily statistics. At the top, the user can filter the country or region, while the left side dropdown allows to choose cases or deaths. Case and deaths are shown in a heatmap style bubble map. Several interactive bar charts show confirmed cases and deaths over time, case comparisons of WHO regions, daily cases by WHO regions, and the highest cases by country or territory or area displayed by line charts. The Explorer section on top right corner of the web page helps to understand the complex dataset for easy access and use. User can change the Y-axis, X-axis and Z-axis with the drop-down options from top left, bottom center and top right section of the bubble graph plot area respectively. Country filter options are provided just below to Z-axis selection. By default, explorer portrays world-wide cumulative case vs cumulative deaths with depth field is set to population. The dashboard is maintained by the WHO Health Emergency Team and the source of data on this dashboard is cases and deaths reported to WHO by every country.
HealthMap by Boston Children’s Hospital
Epidemiologists, researchers, and software engineers at Boston Children’s Hospital developed a respiratory alert system (Figure: 4) [44, 45]. HealthMap was founded in 2006 for real-time surveillance of public health threats using online sources. The dashboard also provides alerts about the Ebola outbreak, Avion influenza, measles, and vector-borne diseases. Users can also search using keywords based on diseases, location, source, dates, and species.
Prominent universities, international non-governmental organizations (NGOs) have also developed web-based dashboards for tracking coronavirus infections worldwide, some of the notable dashboards are Novel Coronavirus (COVID-19) Infection Map by University of Washington [46], The Kaiser Family Foundation’s COVID-19 Coronavirus Tracker [47], Corona Board’s COVID-19 Dashboard [48] and Microsoft corporation’s Bing COVID-19 Tracker [49]. Table 1 illustrates the list of top coronavirus dashboard which updates real-time parameters of this disease.
| Dashboard Name | Organization | Link/ References |
|---|---|---|
| COVID-19 Situation Dashboard | WHO | https://covid19.who.int |
| COVID-19 Dashboard | JHU CSSE | https://coronavirus.jhu.edu/map.html |
| COVID-19 Dashboard | Coronaboard | https://coronaboard.com/global/ |
| COVID-19 Tracker | Microsoft | https://www.bing.com/covid |
| COVID-19 Infection Map | University of Washington | https://hgis.uw.edu/virus/ |
| COVID-19 Data Hub | Tableau | https://www.tableau.com/covid-19-coronavirus-data-resources |
| COVID-19 Maps and Analytics | SharedGeo | https://uscovid-19map.org |
| COVID-19 Outbreak timeline map | HealthMap | https://www.healthmap.org/covid-19/ |
| COVID-19 Surveillance Dashboard | University of Virginia | https://nssac.bii.virginia.edu/covid-19/dashboard/ |
| COVID-19 Cases | CDC | https://www.cdc.gov/coronavirus/2019-ncov/cases-updates/cases-in-us.html |
| COVID-19 Coronavirus Tracker | KFF | https://www.kff.org/global-health-policy/fact-sheet/coronavirus-tracker/ |
| Health Map | HealthMap | https://healthmap.org/en/ |
| ESRI Story Maps | ESRI | https://storymaps.arcgis.com/stories/4fdc0d03d3a34aa485de1fb0d2650ee0 |
Indian initiatives of COVID-19 Tracking Web-Based Dashboards
COVID-19 pandemic has risen a tremendous need for Information Communication Technologies (ICT) in health systems across India. This includes mobile and web-based coronavirus situation dashboards, surveillance of infection, contact tracing of suspected or confirmed cases, monitoring effective home quarantine, efficient resource allocation, and managing response and communications. According to a news article published in Nature, India heavily depends on people's power to combat with COVID-19 pandemic [50]. Along with national organizations like Ministry of Health and Family Welfare (MoHFW) and National Disaster Management Authority (NDMA), many states have developed their own dashboards as well using data from various validated sources.
COVID-19 INDIA by Ministry of Health and Family Welfare (MoHFW)
COVID-19 INDIA dashboard, developed and hosted by National Informatics Centre (NIC) (Figure: 5) [51], offers a clean user interface and an interactive chart and map display of coronavirus infections updated on daily basis. Top right side of the dashboard gives the snapshot of ‘Active Case’, ‘Cured/Discharged’, ‘Deaths’ and ‘Migrated’ in four colored boxes. On left side, choropleth maps with ‘Count’ as legends, depicts state wise positive cases, cured, and total death due to COVID-19. Hovering over the maps displays a pop-up box with UpToDate status of COVID-19 state name, current positive, cured and deaths. The left side of the dashboard offers trend analysis of active cases, cured cases, deaths, and differential number of cases as compared to the previous day of all states. The bar graph at bottom of the dashboard depicts state-wise COVID-19 Cases, Cured/Discharge/Migrated and Deaths.
India - COVID 19 by National Disaster Management Authority (NDMA), GoI (India)
In March 2020, NDMA in assistance with ESRI launched the COVID tracking dashboard (Figure: 6) [52], which helps to keep track of the number of cases reported in the country. The dashboard also portrays the world statistics of coronavirus cases as well. On the left side, an interactive pie chart depicts the number of confirmed cases by states. Below this graph, another line graph showing trend analysis of cumulative confirmed, recovered, and deaths cases between two months is displayed. The right side of the dashboard presents state-wise confirmed, recovered, and deaths due to COVID-19 and additional tabs report date wise confirmed, recovered, and deaths due to coronavirus.
Besides these, the dashboard also displays a map where users can track the most affected part of the country due to COVID-19. It also gives information regarding the list of hospitals, testing laboratories, and quarantine information of suspected cases. The website also brings out the latest news from various credible sources and displays tweets from NDMA's twitter handle. One can update oneself with current scenario of COVID-19 pandemic spread in India through this dashboard.
Many states have also developed GIS incorporated dashboard with the credible data source to track COVID-19. COVID-19 Battle by Kerala [53] and COVID-19 Dashboard by Odisha [54] exhibit district level choropleth map of active cases. Clicking over the map, one can have access to information regarding district parameters such as: District name, Total Reported, Total Cured, Active Cases, and Death. PUNJAB COVID-19 DASHBOARD by Punjab Remote Sensing Centre, Ludhiana (India) [55] presents an interactive map with information sourced from The United States Department of State (USDOS), ESRI, HERE Technologies, Garmin Ltd, Food and Agriculture Organization (FAO), National Oceanic and Atmospheric Administration (NOAA), and U.S. Geological Survey (USGS). Using the base map tool on top right corner of map, user can change the base map with available choice, and a rich layer source available in layer tool next to base map tool. There are twelve layers available and can be selected depending on the zoom level of the map. Using the drill-down functionality one can visualize street-level location of quarantine, positive cases and, location of designated COVID-19 hospitals. The left side donut chart and bottom bar chart dynamically changes as the map changes. The bottom of the web-page presents district-wise information in a multi-coloured bar chart. By default, the chart exhibits only ‘Confirmed Cases’. The arrow below the chart leads us to some demographic information of the district and district hospitals that include: Home Quarantined Cases, Hospitalized Cases, Recovered Cases, Death Case, Isolation Beds, Total No. of Ventilators, and Total No. of ICU Beds. Date wise ‘Confirmed Cases’ and ‘Date-wise Sample Collection Results’ are shown in line chart. The bottom right of the dashboard shows the test results in a pie chart. K-GIS: COVID-19 Geospatial Portal by Karnataka developed and maintained by Karnataka State Remote Sensing Applications Centre (KSRSAC) uses street level map to illustrate COVID-19 situation. The portal also exhibits six different thematic views, views of the containment area, and view of the hotspot. With a few clicks, one can get information on number of cases in the hotspot and the wards, villages, and taluk affected in the COVID-19 epidemic. The portal also provides additional information on X, Y coordinates of the positive cases along with address of the cases, date of declaration, and current status [56]. The complete list of dashboards that can track the COVID-19 in India is given in Table 2.
| Dashboard Name | Organization /State | Link/ References |
|---|---|---|
| GIS centric interactive dashboards | ||
| COVID-19 INDIA | MoHFW GoI (India) | https://www.mohfw.gov.in/index.php |
| India - COVID 19 | NDMA, GoI (India) | http://gis.ndma.gov.in/arcgis/apps/sites/#/data |
| PRediction and Assesment of CoRona Infections and Transmission in India | IIT Delhi | http://pracriti.iitd.ac.in |
| Punjab State | Punjab | http://gis-prsc.punjab.gov.in/covid/Punjab_level.aspx |
| PUNJAB COVID-19 DASHBOARD | Punjab | https://punjabcovid19.maps.arcgis.com/apps/opsdashboard/index.html#/445965eec8744f5ab496a5d48e711e92 |
| COVID-19 | Ideas2IT | https://covid-19.ideas2it.com |
| K-GIS: COVID-19 Geospatial Portal | Karnataka | https://kgis.ksrsac.in/covid/ |
| Coronavirus Monitor | HealthCheck | https://corona.health-check.in |
| COVID-19 Battle | Kerala | https://dashboard.kerala.gov.in |
| COVID-19 PUNJAB HEAT MAP | India & Punjab | https://dronamaps.com/corona.html#/ |
| COVID-19 Tracker | Microsoft | https://www.bing.com/covid/local/india |
| COVID-19 Dashboard | Odisha | https://health.odisha.gov.in/covid19-dashboard.html |
| COVID-19 Dashboard - Gujarat | Gujarat | https://gujcovid19.gujarat.gov.in |
| COVID-19 Dashboard | Madhya Pradesh | https://mapit.gov.in/covid-19/Covid-Dashboard.aspx |
| Non-GIS interactive dashboards | ||
| Covid-19 Puducherry | Puducherry | https://covid19dashboard.py.gov.in |
| OFFICIAL DASHBOARD | Karnataka | http://covid19dashboard.karnataka.gov.in |
| COVID-19 | Meghalaya | http://meghalayaonline.gov.in/covid/ |
| COVID19 Dashboard | Nagaland | https://covid19.nagaland.gov.in |
| Non-GIS Static dashboards | ||
| Control Room Information Centre for COVID-19 | Arunachal Pradesh | http://covid19.itanagarsmartcity.in/covidstatus.php |
| COVID-19 Guidelines, Advisory, Dashboard | Tripura | https://covid19.tripura.gov.in/Default.aspx |
| COVID-19: Andhra Pradesh | Andhra Pradesh | http://hmfw.ap.gov.in/covid_dashboard.aspx |
| Covid-19: Dashboard, Traveller Reporting and Volunteer Registration | Jammu & Kashmir | https://baramulla.nic.in/covid-19-reporting-and-info/ |
Mobile Technology Use in India to Monitor and Control COVID-19
According to Statista, a German-based online statistical portal for market data, reported the number of smartphone users in India was projected to be 373.88 million in 2019 [57]. The Chinese government claims effectiveness of smartphone-based interventions in controlling and tracking the spread of COVID-19 [58, 59]. The Government of India, launched the Aarogya Setu App on 2nd April 2020 and it turned out to be the world’s quickest app to cross 50 million downloads. Aarogya Setu app [60] has been developed by the NIC under the Ministry of Electronics and Information Technology (MeitY) and is available in Android and iOS platforms supporting 11 languages. This contract tracing feature uses a smartphone’s Bluetooth technology and GPS systems to alert users within Bluetooth proximity of COVID-19 patients[61].
Table 3 lists the official apps developed to battle with the COVID-19 pandemic. Contact tracing and tracking of COVID-19 patients use smartphones Global Positioning System (GPS) and Geo-fencing technology. Mobile apps also deliver critical information to the citizens regarding the updates of cases and other useful information during the pandemic times. Chhattisgarh (CG Covid-19 ePass [62]) and Rajasthan (RajCop Citizen [63]) use mobile apps to issue e-Pass during the lockdown period. Karnataka (Dasoha 2020 Food Delivery [64]) and Uttarakhand (Jan Aapurti – Uttarakhand [65]) use apps to deliver food for the needy and groceries to the citizens. Maharashtra (Mahakavach [66]), Gujrat (SMC COVID-19 Tracker [67]), Tamil Nadu (COVID-19 Quarantine Monitor Tamil Nadu (Official) [68]) and many other states use apps to track the COVID-19 suspected people to curb the spread of the disease.
| App Name | State | Purpose | Features |
|---|---|---|---|
| Aarogya Setu [60] | NIC GoI | Contact tracing, COVID-19 alert | COVID alert, contact tracing, COVID information services, self-screening |
| Mahakavach [66] | Maharashtra State Innovation Society | Contact tracing & tracking of COVID home quarantine | Contact tracing, tracking home quarantine |
| Covid Locator [69] | Goa | Home Quarantine Monitoring/tracking | Tracking home quarantine (map), COVID information services, Dashboard (India), heat map of home quarantine, help line services |
| Fight Covid [70] | Maharashtra | Home Quarantine Monitoring/tracking | Tracking home quarantine (map) and selfie, Reports |
| COVID CARE [71] | Arunachal Pradesh | Contact tracing & tracking of COVID home quarantine | Contact tracing, tracking home quarantine |
| UP Self-Quarantine App [72] | Uttar Pradesh | Home Quarantine Monitoring/tracking | COVID information services, self-registration (travel history, symptoms, and test results), tracking home quarantine |
| COVID-19 Quarantine Monitor Tamil Nadu (Official) [68] | Tamil Nadu | Home Quarantine Monitoring/tracking | Tracking home quarantine, Live location tracking and alerts |
| SMC COVID-19 Tracker [67] | Surat Municipal Corporation (Gujrat) | Contact tracing & tracking of COVID patients | Track people with travel history (abroad, interstate) and direct contact with COVID-19 case, help line services, health monitoring of people who are in their database. |
| Telangana Covid19 Tracker [73] | IT Cell Telangana State Police (Telangana) | Home Quarantine Monitoring/tracking | Tracking home quarantine |
| House Quarantine AP Police [74] | Andhra Pradesh Police Department | Home Quarantine Monitoring/tracking | Tracking home quarantine |
| Corona Mukt Himachal [75] | Himachal Pradesh | Home Quarantine Monitoring/tracking | Tracking home quarantine |
| Quarantine Watch [76] | Karnataka | Self-reporting Home Quarantine | Self-reporting, tracking home quarantine, health monitoring of home quarantine people |
| Corona Watch [77] | Karnataka | Tracking of corona patients | Location and movement history of corona patients (last 14 days), COVID information services, help line services |
| COVID-19 West Bengal Government [78] | West Bengal | Monitor & control corona virus | Tracking home quarantine, COVID information services, help line services |
| MP COVID RESPONSE APP [79] | Madhya Pradesh | COVID-19 reporting | Dashboard (Madhya Pradesh and India), COVID reporting, COVID information services, donation to CM relief fund. |
| GCC – Corona Monitoring [80] | Greater Chennai Corporation (Tamil Nadu) | COVID-19 reporting | COVID reporting |
| Kavach [81] | Chhattisgarh | COVID alert | Dashboard (Chhattisgarh, India, Global), self-screening, |
| Odisha COVID Dashboard [82] | Odisha | COVID Dashboard | Real time dashboard |
| COVA Punjab [83] | Punjab | Connect people with government | Dashboard (Punjab, India & global), self-screening, COVID information services |
| COVAAS [84] | Assam | Connect people with government | District wise dashboard, e-pass, 104 helplines, donation to CMRF-Assam, COVID information services, Volunteer opportunities |
| Jan Sahayak - HelpMe App [85] | Haryana | Connect people with government | Welfare services, access to e-learning resources, Volunteer opportunities |
| RajCop Citizen [63] | Rajasthan | Connect people with government | Lockdown pass, help line services, report crime or complaint, view FIR, search vehicle, background check, route services, women safety features |
| Uttarakhand CV 19 Tracking System [86] | Uttarakhand | Connect people with government | COVID information services |
| RajCovidInfo [87] | DoIT&C (Rajasthan) | Connect people with government | COVID information services, help line services, location-based alerts |
| GoK Direct – Kerala [88] | Kerala | Connect people with government | COVID information services |
| mCOVID19 [89] | Mizoram | Connect people with government | COVID information services |
| NMC COVID-19 [90] | Nashik Municipal Corporation (Maharashtra) | Connect people with government | COVID information services, COVID case reporting |
| COVID-19 Odisha [91] | Odisha | Connect people with government | COVID information services |
| T COVID’19 [92] | Telangana | Connect people with government | COVID information services, help line services, tele-medicine |
| Trackmetic – (Niramoy) by Morigaon Police, Assam [93] | Morigaon Police (Assam) | Connect people with government | COVID information services |
| COVID-19 Care Tamil Nadu – (Official) [94] | Tamil Nadu | Connect people with government | Self-screening, telemedicine request, real time COVID-19 report and tracker (map), COVID information services, help line services |
| Jaano [95] | Districts Administration (Punjab) | Connect people with government | COVID information services, find delivery services |
| Haryana Sahayak [96] | Haryana | Connect people with government | Dashboard, COVID information services, self-screening, e-Pass, volunteer opportunities |
| COVID Care Delhi [97] | Delhi | Connect people with government | Self-screening, guidelines, help line services, ration, e-pass and hunger/shelter relief centres. |
| CG Covid-19 ePass [62] | Chhattisgarh | e-Pass during lockdown | e-Pass |
| Dasoha 2020 Food Delivery [64] | Karnataka | Food delivery | Food delivery |
| Jan Aapurti – Uttarakhand [65] | Food and Civil Supplies Department (Uttarakhand) | Food/groceries delivery | Food/ grocery delivery |
| Ayush Kavach [98] | Uttar Pradesh | Information and precautions to protect Covid-19 | Healthy life style awareness, AYUSH information services, YOGA sessions, help line services |
| West Bengal Emergency Fund [99] | West Bengal | West Bengal State Emergency Relief Fund | Donation to West Bengal State Emergency Relief Fund |
| Test yourself Puducherry [100] | Innovaccer Inc | Self-evaluation | Self-screening |
| Test yourself Goa [101] | Innovaccer Inc | Self-evaluation | Self-screening |
| nCOVID-19 Nagaland – Visitors App [102] | Nagaland | Applications for visitors to Nagaland | COVID information services, help line services, contact tracing, home quarantine, visitor pass, community reporting |
| Jharkhand Sahatya [103] | Jharkhand Space Application Centre (Jharkhand) | Tracking migrant worker | Geo-Fencing (200km), capture migrant worker information lined with PFMS portal, Dashboard for migrant worker information, SMS facility |
| Ayush Sanjivani [104] | Ministry of AYUSH, GOI | Research | Data collection tool to find the measures taken by public during COVID-19. Data will be analysed to find out practice of AYUSH interventions. |
| COVID19 Feedback [105] | MeitY, Government of India | Research | Collecting feedback from individual who underwent COVID-19 treatment. |
Summary
Map centric dashboards and mobile applications are popular tools and methods to disseminate COVID-19 updates to a wider population nationally and globally. Globally there are around thirteen dashboards that are maintained by universities and global development partners which use GIS map sources are ESRI living atlas, Google, and other maps as prime interface. In India there are around twenty-two dashboards, with eighteen of them are supported either by central or state government. Fourteen dashboards use GIS functionality to disseminate COVID-19 information. Around 42 mobile apps in India supported by government are used to monitor, and track of positive coronavirus cases and home quarantine people. Other services offered by these mobile apps connect people with the government for COVID-19 information, helpline services, and e-Pass during lockdown period.
Conclusion
Geographical Information System centred web-based dashboards have taken mainstream focus in COVID-19 tracking and preparedness in a pandemic situation. Enhanced data sharing policies, real-time information support, and use of modern GIS technologies and Artificial Intelligence (AI) aides in critical decision making to the authorities. GIS-based data dissemination is widely popular in ancient and modern medical science, especially in epidemiology and infectious disease outbreaks. Communication through modern smartphone technologies would protect the people, families, and their communities. The use of GIS technologies and its methods is a real problem-solving tool in the whole cycle of containing infectious disease outbreaks and improve the overall health system.
References
- Estola T. Coronaviruses, a New Group of Animal RNA Viruses. Avian Dis. 1970;14(2):330–6. [doi:10.2307/1588476]
- Kahn JS, McIntosh K. History and Recent Advances in Coronavirus Discovery. Pediatr Infect Dis J. 2005;24(11). [doi:10.1097/01.inf.0000188166.17324.60]
- Mahase E. Covid-19: First coronavirus was described in The BMJ in 1965. BMJ. 2020;369. [Google Scholar]
- Zhong N, Zheng B, Li Y, Poon L, Xie Z, Chan K, et al. Epidemiology and cause of severe acute respiratory syndrome (SARS) in Guangdong, People’s Republic of China, in February, 2003. The Lancet. 2003 Oct 25;362(9393):1353–8. [doi:10.1016/s0140-6736(03)14630-2]
- Ksiazek TG, Peret T, Lim W, Shieh W-J, Fields B, LeDuc JW. A Novel Coronavirus Associated with Severe Acute Respiratory Syndrome. N Engl J Med. 2003;14. [doi:10.1056/nejmoa030781]
- Christian D, Stephan G, Wolfgang P. Identification of a Novel Coronavirus in Patients with Severe Acute Respiratory Syndrome. N Engl J Med. 2003;10. [Google Scholar]
- Hajjar SA, Memish ZA, McIntosh K. Middle East Respiratory Syndrome Coronavirus (MERS-CoV): a perpetual challenge. Ann Saudi Med. 2013;33(5):427–36. [doi:10.5144/0256-4947.2013.427]
- Ajlan AM, Ahyad RA, Jamjoom LG, Alharthy A, Madani TA. Middle East Respiratory Syndrome Coronavirus (MERS-CoV) Infection: Chest CT Findings. Am J Roentgenol. 2014 Jun 11;203(4):782–7. [doi:10.2214/ajr.14.13021]
- Chan JFW, Lau SKP, To KKW, Cheng VCC, Woo PCY, Yuen K-Y. Middle East respiratory syndrome coronavirus: another zoonotic betacoronavirus causing SARS-like disease. Clin Microbiol Rev. 2015 Apr;28(2):465–522. [doi:10.1128/cmr.00102-14]
- Ke R, Sanche S, Romero-Severson E, Hengartner N. Fast spread of COVID-19 in Europe and the US and its implications: even modest public health goals require comprehensive intervention. 2020 Jan 1; [Google Scholar]
- The Lancet. COVID-19: too little, too late? The Lancet. 2020 Mar 7;395(10226):755. [doi:10.1016/s0140-6736(20)30522-5]
- Qian X, Ren R, Wang Y, Guo Y, Fang J, Wu Z-D, et al. Fighting against the common enemy of COVID-19: a practice of building a community with a shared future for mankind. Infect Dis Poverty. 2020 Apr 7;9(1):34. [doi:10.1186/s40249-020-00650-1]
- Statement on the second meeting of the International Health Regulations (2005) Emergency Committee regarding the outbreak of novel coronavirus (2019-nCoV). [cited 2020 Apr 27]. Available from: https://www.who.int/news-room/detail/30-01-2020-statement-on-the-second-meeting-of-the-international-health-regulations-(2005)-emergency-committee-regarding-the-outbreak-of-novel-coronavirus-(2019-ncov)
- Longley PA, Goodchild MF, Maguire DJ, Rhind DW. Geographic information systems and science. John Wiley & Sons; 2005. [Google Scholar]
- Boulos MNK. Descriptive review of geographic mapping of severe acute respiratory syndrome (SARS) on the Internet. Int J Health Geogr. 2004 Jan 28;3(1):2–2. [doi:10.1186/1476-072x-3-2]
- Lai PC, Wong CM, Hedley AJ, Lo SV, Leung PY, Kong J, et al. Understanding the spatial clustering of severe acute respiratory syndrome (SARS) in Hong Kong. Environ Health Perspect. 2004 Nov;112(15):1550–6. [doi:10.1289/ehp.7117]
- Wang J-F, Christakos G, Han W-G, Meng B. Data-driven exploration of “spatial pattern-time process-driving forces” associations of SARS epidemic in Beijing, China. J Public Health Oxf Engl. 2008 Sep;30(3):234–44. [doi:10.1093/pubmed/fdn023]
- Fang L, De Vlas SJ, Feng D, Liang S, Xu Y, Zhou J, et al. Geographical spread of SARS in mainland China. Trop Med Int Health. 2009/06/05. 2009 Nov;14(Suppl 1):14–20. [doi:10.1111/j.1365-3156.2008.02189.x]
- Al-Ahmadi K, Alahmadi S, Al-Zahrani A. Spatiotemporal Clustering of Middle East Respiratory Syndrome Coronavirus (MERS-CoV) Incidence in Saudi Arabia, 2012-2019. Int J Environ Res Public Health. 2019 Jul 15;16(14):2520. [doi:10.3390/ijerph16142520]
- Gikonyo S, Kimani T, Matere J, Kimutai J, Kiambi SG, Bitek AO, et al. Mapping Potential Amplification and Transmission Hotspots for MERS-CoV, Kenya. EcoHealth. 2018/03/16. 2018 Jun;15(2):372–87. [doi:10.1007/s10393-018-1317-6]
- Snow J. On the Mode of Communication of Cholera. John Churchil. 1855; [Google Scholar]
- Koch T. 1831: the map that launched the idea of global health. Int J Epidemiol. 2014 Aug;43(4):1014–20. [doi:10.1093/ije/dyu099]
- Mocelin HJS, Catão RC, Freitas PSS, Prado TN, Bertolde AI, Castro MC, et al. Analysis of the spatial distribution of cases of Zika virus infection and congenital Zika virus syndrome in a state in the southeastern region of Brazil: Sociodemographic factors and implications for public health. Int J Gynaecol Obstet Off Organ Int Fed Gynaecol Obstet. 2020 Jan;148 Suppl 2(Suppl 2):61–9. [Google Scholar]
- ArcGIS Enterprise - States with Zika Virus. [cited 2020 Apr 27]. Available from: https://geohealth.hhs.gov/arcgis/home/webmap/viewer.html?webmap=02a5756e3bcf4f02b34e0579402cbb36&extent=-129.2945,21.8015,-64.3872,51.0007
- Limaye RJ, Sauer M, Ali J, Bernstein J, Wahl B, Barnhill A, et al. Building trust while influencing online COVID-19 content in the social media world. Lancet Digit Health. [cited 2020 Apr 26]; Available from: https://doi.org/10.1016/S2589-7500(20)30084-4
- Naudé W. Artificial Intelligence against COVID-19: An Early Review. Institute of Labor Economics (IZA); 2020. Available from: https://ideas.repec.org/p/iza/izadps/dp13110.html
- COVID-19 Map. Johns Hopkins Coronavirus Resource Center. [cited 2020 Apr 27]. Available from: https://coronavirus.jhu.edu/map.html
- Dong E, Du H, Gardner L. An interactive web-based dashboard to track COVID-19 in real time. Lancet Infect Dis. 2020/02/19. 2020 May;20(5):533–4. [doi:10.1016/s1473-3099(20)30120-1]
- Gardner,Lauren. ncov-CSSE. ncov-CSSE. Available from: https://systems.jhu.edu/research/public-health/ncov/
- GitHub - CSSEGISandData/COVID-19: Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE. [cited 2020 Apr 26]. Available from: https://github.com/CSSEGISandData/COVID-19
- Living Atlas of the World | ArcGIS. [cited 2020 Apr 26]. Available from: https://livingatlas.arcgis.com/en/
- COVID-19 situation reports. [cited 2020 Apr 26]. Available from: https://www.who.int/emergencies/diseases/novel-coronavirus-2019/situation-reports
- CDC. Coronavirus Disease 2019 (COVID-19). Centers for Disease Control and Prevention. 2020 [cited 2020 Apr 26]. Available from: https://www.cdc.gov/coronavirus/2019-ncov/index.html
- Situation update worldwide. European Centre for Disease Prevention and Control. [cited 2020 Apr 26]. Available from: https://www.ecdc.europa.eu/en/geographical-distribution-2019-ncov-cases
- Outbreak notification. [cited 2020 Apr 26]. Available from: http://www.nhc.gov.cn/xcs/yqtb/list_gzbd.shtml
- COVID-19 Global Pandemic Real-time Report. [cited 2020 Apr 26]. Available from: https://ncov.dxy.cn/ncovh5/view/en_pneumonia?from=dxy&source=&link=&share=
- COVID-19/Coronavirus Live Updates With Credible Sources in US and Canada | 1Point3Acres. [cited 2020 Apr 26]. Available from: https://coronavirus.1point3acres.com
- Coronavirus Update (Live): COVID-19 Virus Pandemic - Worldometer. [cited 2020 Apr 26]. Available from: https://www.worldometers.info/coronavirus/
- News BNO. Tracking coronavirus: Map, data and timeline. BNO News. 2020 [cited 2020 Apr 26]. Available from: https://bnonews.com/index.php/2020/04/the-latest-coronavirus-cases/
- The COVID Tracking Project. [cited 2020 Apr 26]. Available from: https://covidtracking.com/data
- Dashboard Coronavirus COVID-19 (Mobile). [cited 2020 Apr 26]. Available from: https://www.arcgis.com/apps/opsdashboard/index.html#/85320e2ea5424dfaaa75ae62e5c06e61
- ArcGIS - ncov_cases. [cited 2020 Apr 27]. Available from: https://www.arcgis.com/home/webmap/viewer.html?layers=c0b356e20b30490c8b8b4c7bb9554e7c
- WHO COVID-19 Dashboard. [cited 2020 Apr 26]. Available from: https://covid19.who.int/
- HealthMap | Flu Map | Contagious Disease Surveillance | Virus Awareness. [cited 2020 Apr 26]. Available from: http://healthmap.org
- Flu & Ebola Map | Virus & Contagious Disease Surveillance. [cited 2020 Apr 26]. Available from: https://healthmap.org/en/
- Novel Coronavirus Infection Map. [cited 2020 Apr 26]. Available from: https://hgis.uw.edu/virus/
- COVID-19 Coronavirus Tracker. The Henry J. Kaiser Family Foundation. 2020 [cited 2020 Apr 26]. Available from: https://www.kff.org/global-health-policy/fact-sheet/coronavirus-tracker/
- COVID-19 Dashboard. [cited 2020 Apr 26]. Available from: http://coronaboard.com/global/
- Microsoft Bing COVID-19 Tracker. [cited 2020 Apr 27]. Available from: https://www.bing.com/covid?ref=share
- People power: How India is attempting to slow the coronavirus. [cited 2020 Apr 27]. Available from: https://www.nature.com/articles/d41586-020-01058-5
- MoHFW | Home. [cited 2020 Apr 27]. Available from: https://www.mohfw.gov.in/index.php#
- India - COVID 19, National Disaster Management Authority, GoI. [cited 2020 Apr 26]. Available from: http://gis.ndma.gov.in/arcgis/apps/sites/#/data
- Kerala: COVID-19 Battle Dashboard | Official Kerala COVID-19 Statistics. [cited 2020 Apr 27]. Available from: https://dashboard.kerala.gov.in/
- COVID-19 Dashboard, Health Department. [cited 2020 Apr 27]. Available from: https://health.odisha.gov.in/covid19-dashboard.html
- Punjab COVID 19 DASHBOARD. [cited 2020 Apr 27]. Available from: https://punjabcovid19.maps.arcgis.com/apps/opsdashboard/index.html#/445965eec8744f5ab496a5d48e711e92
- K-GIS: COVID-19 Geospatial Portal, Karnataka. [cited 2020 Apr 27]. Available from: https://kgis.ksrsac.in/covid/
- Number of smartphone users in India 2015-2022 | Statista. [cited 2020 Apr 27]. Available from: https://www.statista.com/statistics/467163/forecast-of-smartphone-users-in-india/
- China launches coronavirus “close contact detector” app - BBC News. [cited 2020 Apr 27]. Available from: https://www.bbc.com/news/technology-51439401
- How China’s Covid-19 tracking app works - CNN Video. [cited 2020 Apr 27]. Available from: https://edition.cnn.com/videos/world/2020/04/10/china-coronavirus-covid-19-tracking-app-culver-townhall-intl-hnk-vpx.cnn
- Government of India. Aarogya Setu [Mobile application software]. (Version 1.1.1). India: NIC eGov Mobile Apps; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=nic.goi.aarogyasetu
- Government of India launches ArogyaSetu App to track Covid 19 infection. [cited 2020 May 16]. Available from: https://pib.gov.in/Pressreleaseshare.aspx?PRID=1610326
- Government of Chhattisgarh. CG Covid-19 ePass [Mobile application software]. (Version 1.0.10). Chhattisgarh: AllSoft Consulting; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.allsoft.corona
- Government of Rajasthan. RajCop Citizen [Mobile application software]. (Version 3.39). Rajasthan: Rajasthan Police; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.datainfosys.rajasthanpolice.publicap
- Government of Karnataka. Dasoha 2020 Food Delivery [Mobile application software]. (Version 1.0). Karnataka: Swiggy; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.swiggy.covidvolunteer
- Government of Uttarakhand. Jan Aapurti - Uttarakhand [Mobile application software]. (Version 3.0). Uttarakhand: Food, Civil Supplies & Consumer Affairs, Government of Uttarakhand; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.callippus.wfppds
- Government of Maharashtra. Mahakavach [Mobile application software]. (Version 1.7.1). Maharashtra: Maharashtra State Innovation Society; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.mahakavach
- Surat Municipal Corporation. SMC COVID-19 Tracker [Mobile application software]. (Version 1.0.9). Surat, Gujarat: Surat Municipal Corporation (SMC); 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.smc.covidout
- Government of Tamil Nadu. COVID-19 Quarantine Monitor Tamil Nadu (official) [Mobile application software]. (Version 1.21). Tamil Nadu: Tamil Nadu e-Governance Agency, Information Technology Department; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.pixxonai.covid19
- Government of Goa. Covid Locator [Mobile application software]. (Version 1.1.3). Goa: Intugine Technologies; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.intutrack.covidtrack
- Government of Maharashtra. Fight Covid [Mobile application software]. (Version 2.0). Maharashtra: Pratik Babasaheb Thorat; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.pratikthorat.coronatracker
- Government of Arunachal Pradesh. COVID CARE [Mobile application software]. (Version 1.0.2). Arunachal Pradesh: Atsuya Technologies Pvt Ltd; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=app.igotit.covidcare
- Government of Uttar Pradesh D of M and HS. UP Self-Quarantine App [Mobile application software]. (Version 9.0.0). Uttar Pradesh: India Health Action Trust; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.covid19.dgmup
- Government of Telangana. Telangana Covid19 Tracker [Mobile application software]. (Version 2.1). Telangana: IT Cell Telangana State Police; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.corona.tscovid_19
- Andhra Pradesh Police Department. House Quarantine AP Police [Mobile application software]. (Version 2.0.1). Andhra Pradesh: MSM Technologies; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.msm.house_quarantine
- Government of Himachal Pradesh D of H. Corona Mukt Himachal [Mobile application software]. (Version 2.0.5). Himachal Pradesh: Department of Information Technology, Himachal Pradesh; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.developmentlogics.patientgeotracker
- Government of Karnataka RD. Quarantine Watch [Mobile application software]. (Version 1.0). Karnataka: Revenue Department, Government of Karnataka; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.bmc.qrtnwatch
- Government of Karnataka. Corona Watch [Mobile application software]. (Version 1.05). Karnataka: Karnataka State Remote Sensing Applications Centre, Karnataka Geographic Information System; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.ksrsac.drawshapefile
- Government of West Bengal. COVID-19 West Bengal Government [Mobile application software]. (Version 1.1). West Bengal: State e-Governance Mission Team, Government of West Bengal; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.pixxonai.covid19wb
- Government of Madhya Pradesh. MP COVID RESPONSE APP [Mobile application software]. (Version 1.3). Madhya Pradesh: National Health Mission, Government of Madhya Pradesh; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.covidmp.coronago
- Greater Chennai Corporation TN. GCC - Corona Monitoring [Mobile application software]. (Version 1.5.0). Chennai, Tamil Nadu: GCC - Greater Chennai Corporation; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.gcc.smartcity
- Government of Chhattisgarh. Kavach [Mobile application software]. (Version 1.12.0). Chhattisgarh: Chhattisgarh Infotech Promotion Society, Government of Chhattisgarh; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.gov.chhattisgarh.cova
- Government of Odisha. Odisha COVID Dashboard [Mobile application software]. (Version 15). Odisha: Home Department, Govt. of Odisha; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.ocac.covidodisha
- Government of Punjab. COVA Punjab [Mobile application software]. (Version 1.3.1). Punjab: Government of Punjab; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.gov.punjab.cova
- Government of Assam. COVAAS [Mobile application software]. (Version 1.3). Assam: NIC eGov Mobile Apps; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.nic.assam.covaas
- Government of Haryana. Jan Sahayak - HelpMe App [Mobile application software]. (Version 1.16). Haryana: E&IT Department, Haryana; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.ofb.sahayak
- Government of Uttarakhand. Uttarakhand CV 19 Tracking System [Mobile application software]. (Version 3.9). Uttarakhand: Uttarakhand Science Education & Research Centre, Government of Uttarakhand; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.app_release.covid19finalcourse
- Government of Rajasthan. RajCovidInfo [Mobile application software]. (Version 1.12). Rajasthan: Department of Information Technology & Communication, Government of Rajasthan; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.gismcg.covid19_rajasthan
- Government of Kerala. GoK Direct - Kerala [Mobile application software]. (Version 0.0.10). Kerala: Qkopy Online Services Pvt Ltd.; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.qkopy.prdkerala
- Government of Mizoram. mCOVID-19 [Mobile application software]. (Version 1.0.0). Mizoram: Department of Information & Communication Technology, Government of Mizoram; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=gov.mizoram.mcovid19
- Nashik Municipal Corporation, Maharashtra. NMC COVID-19 [Mobile application software]. (Version 1.10.2). Nashik, Maharashtra: KoDwell Technology; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.kodwell.nmccovid_19
- Government of Odisha. COVID-19 Odisha [Mobile application software]. (Version 1.5.0). Odisha: Government of Odisha; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=odisha.gov.covid19
- Government of Telangana. T COVID’19 [Mobile application software]. (Version 1.0.5). Telangana: Emerging Technologies Wing, Government of Telangana; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.tsstate.citizen
- Morigaon Police, Assam. Trackmetic - (Niramoy) by Morigaon Police, Assam [Mobile application software]. (Version 12.0). Morigaon, Assam: HD Vision; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.pol.help.info
- Government of Tamil Nadu. COVID-19 Care Tamil Nadu - (Official) [Mobile application software]. (Version 3.0.0). Tamil Nadu: Bhishma Technology Services Pvt Ltd,; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.rvmatrix.corona
- Districts Administration, Punjab. Jaano [Mobile application software]. (Version 0.0.3.8). Punjab: AnkAha Technologies with Swaniti Initiative; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.jaano.android
- Government of Haryana. Haryana Sahayak [Mobile application software]. (Version 0.0.6). Haryana: Electronics and Information Technology Department, Haryana; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=hr.gov.covid19.sahayak
- Government of Delhi. COVID Care Delhi [Mobile application software]. (Version 1.30). Delhi: Delhi e-Governance Society, IT Department, Government of Delhi; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.delhi.covidcare
- AYUSH Department, Government Of Uttar Pradesh. Ayush Kavach - COVID [Mobile application software]. (Version 0.0.9). Uttar Pradesh: Stucare Technologies Pvt Ltd; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.stucare.ayush
- Government of West Bengal. West Bengal Emergency Fund [Mobile application software]. (Version 1.3). West Bengal: State e-Governance Mission Team, Government of West Bengal; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.gov.wb.wbrelieffund
- Innovaccer Inc. Test Yourself Puducherry [Mobile application software]. (Version 1.1.0). Puducherry: Innovaccer Inc; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.innovaccer.testyourselfpuddu
- Innovaccer Inc. Test Yourself Goa [Mobile application software]. (Version 1.0.0). Goa: Innovaccer Inc; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.innovaccer.testyourselfgoa
- Nagaland Health Project, Nagaland. nCOVID-19 Nagaland - Visitors App [Mobile application software]. (Version 9.0). Nagaland: Tattva foundation; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.tattvafoundation.ncovid
- Government of Jharkhand. Jharkhand Sahayta [Mobile application software]. (Version 1.13). Jharkhand: Jharkhand Space Applications Center, Government of Jharkhand; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=in.nic.jhk.mukhyamantrisahayata
- Ministry of AYUSH, Government of India. Ayush Sanjivani [Mobile application software]. (Version 1.0.2). India: Ministry of AYUSH; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.negd.ayushfeedback
- Government of India. COVID19 Feedback [Mobile application software]. (Version 1.0). India: Ministry of Electronics and Information Technology, Government of India; 2020 [cited 2020 May 16]. Available from: https://play.google.com/store/apps/details?id=com.NIC.covid19
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