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. 2021 Sep 16;182:111089. doi: 10.1016/j.jss.2021.111089

Table 6.

Topics extracted by the LDA method.

Topic interpretation Key words Share% Popularity%
Topic 1 (Retrieval and storage of information via APIs): Usage of integrated APIs in order to accelerate the collection process and provide rapid analytics. data, use, try, api, get, code, how, column, file 62.73 18.4

Topic 2 (Time series analysis): Analysis and plotting of time series presumably for monitoring the evolution of cases or deaths in a specific timeframe. case, data, date, try, how, day, country, use, column, number 50.89 14.2

Topic 3 (COVID-19 data visualization): Modeling in maps or in graphs of figures concerning the reported cases, presumably to study the epidemical spreads and examine the pace of transmission. use, data, code, how, try, map, case, work, plot 57.84 9.7

Topic 4 (Support for code related data analysis): Questions that express the need for other individuals to review a data analysis code snippet and provide suggestions or feedback. use, value, how, get, data, code, want, try 51.37 6.7

Topic 5 (Data extraction from web elements): Exploitation of web sources in order to retrieve COVID-19 related data found in several web elements. data, file, try, button, use, download, how, get, code, click, url 50.95 7.1

Topic 6 (Data plotting): Plotting specific data related to COVID-19 (cases, deaths etc.) in multiple ways. use, data, get, try, how, select, like, want, plot 58.68 6.9

Topic 7 (Text retrieval from online sources (e.g. articles)): Text mining and text scraping from sources that provide detailed reports about the latest developments around COVID-19. use, code, how, get, article, try, word, list, what, text 54.88 5.4

Topic 8 (Error Handling / Suggestions in website design): Solutions in technical errors and bugs that occur during the development phase of COVID-19 related websites. try, data, get, code, use, how, error, work, website, want 58.30 5.9

Topic 9 (Suggestions for code enhancements): Suggestions of enhancements that can make code snippets run more efficiently and smartly. use, data, file, code, work, try, how, would, number 55.42 5.1

Topic 10 (Technical issues on data usage and file creation): Potential obstacles that a specialist could be subjected to when using data or storing information in files. use, try, data, code, get, file, error, how, work, create 58.16 5.7

Topic 11 (App & Web development / Data updating): Creation of informative mobile applications and websites that may operate as trackers of cases, update data regarding the demographics of the pandemic (deaths, cases etc.). data, use, try, how, value, get, work, help, app, update 62.12 5.4

Topic 12 (Issues in creating charts): Questions in this topic seek solutions in technical issues regarding chart visualizations. get, code, line, bar, try, file, chart, how, use 45.69 3.8

Topic 13 (Geostatistics): Plotting of several types of features in interactive maps / Exploration of geographical patterns concerning the number of confirmed cases, deaths or recovered patients. type, latitude, longitude, feature, coordinates, property, point, median, state, zip code 26.02 1.6

Topic 14(Data for cases/ deaths per country): Issues encountered during the analysis of data concerning cases or deaths distributed for every country. get, try, use, data, how, death, country, error, show, case 57.16 4.1