{"id":20653,"date":"2020-03-20T17:16:34","date_gmt":"2020-03-20T15:16:34","guid":{"rendered":"https:\/\/selectivv.com\/?p=20653"},"modified":"2022-02-14T10:17:53","modified_gmt":"2022-02-14T09:17:53","slug":"sytuacja-podczas-covid-19-na-podstawie-danych-z-mobile","status":"publish","type":"post","link":"https:\/\/selectivv.com\/en\/overall-picture-of-covid-19-situation-based-on-data-from-mobile\/","title":{"rendered":"Overall picture of COVID-19 situation based on data from mobile. | Mobile users, traveling, #stayathome."},"content":{"rendered":"<p>COVID-19 - What are we doing in the current situation? High interest and an additional perspective provided by location data about mobile users lead us to prepare several analyzes:<\/p>\n\n\n\n<ul><li>Where did Poles travel in early March? <strong>(March 17)<\/strong><\/li><li>In which regions of Europe were Bulgarian tourists and where are they now?&nbsp;<strong>(March 17)<\/strong><\/li><li>National home office - how do we use smartphones?<strong> (March 20)<\/strong><\/li><li>Do Poles stay at home or not necessarily? <strong>(March 23)<\/strong><\/li><li>What the first two weeks of #stayhome looked like in Poland<strong> (March 31)<\/strong><\/li><\/ul>\n\n\n\n<h2 id=\"gdzie-polacy-podrozowali-na-poczatku-marca\">Where did Poles travel in early March?<\/h2>\n\n\n\n<p>We prepared a visualization of areas in Italy, Germany, France and Spain, where Poles stayed during the weekend of 6-8th March 2020. \"Poles\" in Selectivv DMP are users, who have a Polish operator's SIM card in their mobile devices and \/ or set Polish language<br>We've written more about behavioral profiling <a href=\"https:\/\/selectivv.com\/en\/qa-technologies-selectivv-advertising-research-and-rodo-gdpr\/\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"tutaj (otwiera si\u0119 na nowej zak\u0142adce)\">here<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.17._Artboard-1-copy-3-8-1536x864.png\" alt=\"Selectivv. Where in Italy, German, France and Spain Polish spent their 6-8th March weekend?\" class=\"wp-image-20675\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption>Selectivv. Where in Italy, German, France and Spain Polish spent their 6-8th March weekend?<\/figcaption><\/figure>\n\n\n\n<h2 id=\"covid-19-gdzie-w-europie-byli-bulgarscy-turysci-i-gdzie-sa-teraz\">COVID-19 | Where were Bulgarian tourists in Europe and where are they now?<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Where-in-Europe-Bulgarian-spent-time-in-last-7-days-11-17th-March-2020-8-2.png\" alt=\"Selectivv. Location of Bulgarian tourists in the last 7 days.\" class=\"wp-image-20686\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Where-in-Europe-Bulgarian-spent-time-in-last-7-days-11-17th-March-2020-8-2.png 1024w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Where-in-Europe-Bulgarian-spent-time-in-last-7-days-11-17th-March-2020-8-2-300x169.png 300w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Where-in-Europe-Bulgarian-spent-time-in-last-7-days-11-17th-March-2020-8-2-768x432.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Selectivv. Location of Bulgarian tourists in the last 7 days.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Bulgarians-who-in-past-7-days-11-17th-March-2020-returned-from-abroad.-8.png\" alt=\"Selectivv. COVID-19 in Bulgaria. Home zone for Bulgarian tourists returning from abroad in the last 7 days\" class=\"wp-image-20680\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Bulgarians-who-in-past-7-days-11-17th-March-2020-returned-from-abroad.-8.png 1024w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Bulgarians-who-in-past-7-days-11-17th-March-2020-returned-from-abroad.-8-300x169.png 300w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Bulgarians-who-in-past-7-days-11-17th-March-2020-returned-from-abroad.-8-768x432.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Selectivv. Home zone for Bulgarian tourists returning from abroad in the last 7 days<\/figcaption><\/figure>\n\n\n\n<h2 id=\"narodowy-home-office-jak-korzystamy-ze-smartfonow\">National home office? How do we use smartphones?<\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignright is-resized\"><a href=\"https:\/\/www.linkedin.com\/posts\/selectivv_stayathome-datascience-mobilefirst-activity-6646356165187911680-FrhM\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-20-5.png\" alt=\"Selectivv na Linkedin\" class=\"wp-image-20667\" width=\"395\" height=\"542\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-20-5.png 527w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-20-5-219x300.png 219w\" sizes=\"(max-width: 395px) 100vw, 395px\" \/><\/a><figcaption>Selectivv on <a href=\"https:\/\/www.linkedin.com\/company\/selectivv\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\" aria-label=\"Linkedin (otwiera si\u0119 na nowej zak\u0142adce)\">Linkedin<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<p><em>For the first time we are observing such significant increases in the popularity of a particular apps. Previous changes in user activity were seasonal, related to specific moments of the year or major sporting events. For example, increasing usage of the health and fitness category apps at the beginning of the year resulting from New Year's resolutions. Also, more active users of the sport category apps during the Olympics, Football Championships, etc.<\/em><em><br>This is the first such situation since we use mobile devices. From day to day, most employees are required to stay at home and work remotely. This has a significant impact on the particular apps interests increase. Also, the sense of threat makes users even more use instant messengers to stay in touch and send important messages to each other.<\/em><br><strong>- says Dominik Karbowski, co-CEO Selectivv<\/strong><\/p>\n\n\n\n<p>How does #stayathome affect our smartphone behavior? In the messengers category we are talking about major activity increase. It's four (Skype), five (Viber), and even eight (WhatsApp) and nine (Facebook messenger) growth in number of active users. Youtube was used almost six times more often, and Netflix almost seven.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8.png\" alt=\"Selectivv. How do we use mobile devices when we are not leaving the house? How the popularity of using individual applications increased during the COVID-19 quarantine?\" class=\"wp-image-20689\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8.png 1080w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8-300x300.png 300w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8-1024x1024.png 1024w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8-150x150.png 150w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8-768x768.png 768w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.19._Jak-korzystamy-z-urz\u0105dze\u0144-mobilnych-copy-8-256x256.png 256w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Selectivv. How do we use mobile devices when we are not leaving the house? How the popularity of using individual applications increased during the COVID-19 quarantine?<\/figcaption><\/figure>\n\n\n\n<h2 id=\"czy-polacy-zostali-w-domu\">Did Poles #stayhome during COVID-19 situation?<\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignright is-resized\"><a href=\"https:\/\/twitter.com\/selectivv\/status\/1242020283663425538\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><img decoding=\"async\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-23-5.png\" alt=\" Selectivv na Twitterze \" class=\"wp-image-20738\" width=\"330\" height=\"330\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-23-5.png 660w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-23-5-300x300.png 300w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-23-5-150x150.png 150w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/2020-03-23-5-256x256.png 256w\" sizes=\"(max-width: 330px) 100vw, 330px\" \/><\/a><figcaption>Selectivv on <a href=\"https:\/\/twitter.com\/selectivv\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Twitterze<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<p>On the example of six large cities in Poland, we checked how their inhabitants adapted to the #stayathome recommendation. For this purpose, we have determined 8 basic distances. Close to the residential area: 0-100m, 100-200m, 200-500m, average distance: 0.5-1km, 1-5km and a significant distance: 10-15km, 15km+). The sample for analysis was 124,992 users.<\/p>\n\n\n\n<p>It turned out, that more than a half of the analyzed inhabitants did not move further than 500m from the zone of their residence. People living in Katowice went the least distant. 78% were close to the residence zone, and as much as 71% of all residents did not go further than at 200m. Interestingly, also among the Katowice residents there was the largest representation of people went at a significant distance (11% of the sample for this city went away at 10-15km and 15km+ from the residence zone). Also 10% of Warsaw residents went further than 10 km. On average distance from the house (0.5-10km) were the most Krak\u00f3w inhabitants (35% of the Cracovians analyzed).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/03\/03.23._Czy-Polacy-przestrzegaja-kwarantanny_mapa-copy-2-8-1536x864.png\" alt=\"Selectivv. COVID-19 - the effects of the #zostanwdomu action. So how far were we from the residential zone on March 14-20, 2020? \" class=\"wp-image-20745\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption>Selectivv. Effects of the #zostanwdomu action. So how far were we from the residential zone on March 14-20, 2020?<\/figcaption><\/figure>\n\n\n\n<h2 id=\"1-kwietnia-2020-covid-19-aktualizacja-jak-wygladaly-dwa-pierwsze-tygodnie-zostanwdomu\">April 1, 2020 | COVID-19 update | What the first two weeks of #stayhome looked like<\/h2>\n\n\n\n<p>In another research, we checked the mobility of Poles on March 13-27th, within the country. We analyzed the movement between all 16 voivodships along with the directions of these migrations. Users whose location data appeared in more than one voivodship were analyzed. According to this methodology, we received a research sample of 2 311 687 people who left the voivodship in which they reside in the analyzed period.<\/p>\n\n\n\n<h3 id=\"ruch-pomiedzy-wojewodztwami\">Movement between voivodships<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"883\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8.png\" alt=\"Selectivv. Covid-19 #zostanwdomu - Movement of the population between voivodships in Poland - the least \/ most departures and arrivals.\" class=\"wp-image-20784\" srcset=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8.png 3840w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8-300x259.png 300w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8-1024x883.png 1024w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8-768x662.png 768w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8-1536x1325.png 1536w, https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Przemieszczanie-si\u0119-ludno\u015bci-pomi\u0119dzy-wojew\u00f3dztwami-w-Polsce-copy-8@2x-8-2048x1766.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\" translation-block\">Selectivv. COVID-19 Movement of population between voivodships in Poland. Most \/ Last departures \/ arrivals and thair most popular destinations<\/figcaption><\/figure>\n\n\n\n<p>Masovian voivodship (mazowieckie) came first in both arrivals and departures. In the analyzed period, 482,988 people left Mazovia to other voivodships. This accounted for over a fifth of the total number of people moving nationwide. However, 485 541 people came to the voivodship (21.0% of people coming to all voivodships).<\/p>\n\n\n\n<p>Greater Poland (wielkopolskie) and Silesia (\u015bl\u0105skie) also found themselves in the top 3 voivodships with the largest number of arrivals and departures. 219 132 people left wielkopolskie and 246 415 came. However, 208 329 people left \u015bl\u0105skie to other voivodships - 200 604 came.<\/p>\n\n\n\n<p>The least people left \u015bwi\u0119tokrzyskie - 53 553 people, which constituted 2.40% of all outgoing. Also the least number of people came to this voivodship - 53 772 (2.33% coming to all voivodships).<\/p>\n\n\n\n<p>At the current situation, being at the end of the table is a definite distinction. At the end of the list, next to the \u015bwi\u0119tokrzyskie, are podlaskie (56 411 left, 56 149 came) and opolskie (63 032 left, 59 757 arrived).<\/p>\n\n\n\n<h3 id=\"przemieszczanie-w-kontekscie-ludnosci-danego-wojewodztwa\">Movement in the context of the population of a given voivodship<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"452\" src=\"https:\/\/selectivv.com\/wp-content\/uploads\/2020\/04\/04.01._EN_Artboard-9-copy@2x-8-1536x678.png\" alt=\"Selectivv. Covid-19 #zostanwdomu - Movement of population between voivodeships in Poland - all voivodships\" class=\"wp-image-20786\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><figcaption class=\" translation-block\">Selectivv. Covid-19 #stayathome - <strong> Movement of the population between voivodeships in Poland <\/strong> - all voivodships<\/figcaption><\/figure>\n\n\n\n<p>When we consider the ratio of mobile users we analyzed, to the population living in a particular voivodships (according to <a href=\"https:\/\/stat.gov.pl\/en\/topics\/statistical-yearbooks\/statistical-yearbooks\/demographic-yearbook-of-poland-2019,3,13.html\" target=\"_blank\" rel=\"noreferrer noopener nofollow\" aria-label=\"Danych GUS (otwiera si\u0119 na nowej zak\u0142adce)\">GUS data<\/a>), the TOP3 outgoing are: Mazowieckie, Lubuskie and Zachodniopomorskie. On the opposite pole: Silesian, \u015awi\u0119tokrzyskie and Podkarpackie.<\/p>\n\n\n<div id=\"div_block-2-25487\" class=\"ct-div-block\" ><a id=\"link_button-1-25487\" class=\"ct-link-button btn-large btn--primary btn newsletter-trigger\" href=\"#\" target=\"_self\"  >Subscribe to the newsletter<\/a><\/div>\n\n\n<p>The data are very similar in terms of arrivals to a given province. We obtained the highest ratio for the Mazowieckie, Lubuskie and Wielkopolskie voivodships, and the lowest for \u015al\u0105skie, \u015awi\u0119tokrzyskie and Podkarpackie.<\/p>","protected":false},"excerpt":{"rendered":"<p>COVID-19 \u2013 Co robimy w obecnej sytuacji? Przez wzgl\u0105d na du\u017ce zainteresowanie oraz dodatkow\u0105 perspektyw\u0119, jak\u0105 daj\u0105 dane lokalizacyjne o u\u017cytkownikach mobile przygotowali\u015bmy kilka analiz: Gdzie Polacy podr\u00f3\u017cowali na pocz\u0105tku marca? (17 marca) W jakich rejonach Europy byli bu\u0142garscy tury\u015bci i gdzie s\u0105 teraz?&nbsp;(17 marca) Narodowy home office - czyli jak korzystamy ze smartfon\u00f3w? (20 [&hellip;]<\/p>","protected":false},"author":1,"featured_media":20675,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[15,20,17],"tags":[5,753,759,756,755,754,760,758,757],"acf":[],"_links":{"self":[{"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/posts\/20653"}],"collection":[{"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/comments?post=20653"}],"version-history":[{"count":4,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/posts\/20653\/revisions"}],"predecessor-version":[{"id":25488,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/posts\/20653\/revisions\/25488"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/media\/20675"}],"wp:attachment":[{"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/media?parent=20653"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/categories?post=20653"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/selectivv.com\/en\/wp-json\/wp\/v2\/tags?post=20653"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}