?? ??? ????????? ?????? ??? ?????????? ???? ??? Covid-19 ?? ??? ??? ??????, ?? ????? ???????? ?????? ??? ??????? ???? ???? ???? ???????????? ??? ???????????? ??????. ???’ ??? ???? ?? “????????” ??? ??? ????????? ???? ?????? ?? ???? ??? ???????????, ??? ??? ????? ??????????? ??? ??? ????? ??? ??????????. ?? ???????????? ??????????, ??? ????????? ?? ???????, ???????? ?? ????????? ?? ???????? ??????? ??? ??? ????????.
??????? ?? ??? ????????? ?????? ??? UNESCO, ? ??????? ??? ???????? ????????? ??? 95.000 ?? 2020, ????? ???????????? ??? ?????? ??? ????? ??? 60% ??? ?? 2012! ??? ????? ??? ???????? ?????? ?? 90% ??????????? ?? ??????? ???? ?? ????????? ??? ?????????, ?? ???? ?? ???????? ??? ???????? ?????????? ???????? (ICOM). ?? ????????????? ???? ????? ??? ??????????? ??? 8.550 ??????? ???? ?? ??? ????? ?? ???? ?? ???? ???????? ??? ?????? ???? ??? ?????!
???????? ??????? ?? 40% ??? ???????? ??? ???????? ?????? ??? ???????? ???? ?????????????, ???? ??? ?? 80% ??????? ?? ??????????? ???? ??? ????? ?? 30% ??? ??? ???????? ?????? ?????? ?????? ??????????.
??????? ?? ??????? ????? ?????????? ?? ??? ??????? ????????: ??? ?? ????????? ?????????? ??? ???????? ???? ??? ?? ????? ?????????? ????????, ???? ?? ???????? ?? ????? ????. ????????? ??? ?? ??????? ?????????? ??? ??????????? ?????? ???? ???????? ????, ?? ???? ???????? ?????? ???? ?????? ????? ?? ???????? ??? ??????? ????????? ??? ???????????? ???? ???? ??????? ?????. ???? ???? ??? ? ?????? ?????????? ???? ?? ?????????? ?? ???????? ??? ???????? ???? ????????? ??? ?? ???????????? ??? ??????????? ????.
???? ?? ???????? ??? ??????????? (lockdown), ?? ???????? ?????????????? ??? ??? ??????????? ??? ???????? ????????? ???? 15%. ?? ???? ??? ????? ??? ?????????????? ???? ?? social media. ??????? ?? 50% ??? ???????? ???????? ??? ???????? ??? ??? ????????? ???? ??? ?????????? ???????. ???? ??????? ??? ????????? ???? ?? ???????? ??? ???????? ?? live events ??????? ??? 12% ??? ?? online ???????? ??? 11%.
???? ????? ??? ?????? ???????????, ??? ??? ??? ???????? ????? ??? ??? ??????, ??? ????????????? ????? ????? ??????? ??? ?????????? ?? ??????? ?????? ??? ?????????, ?? ?????????? ?????? ???????????? ?? ??? ??????? ?? ?????????? ???? ????????????.
????????????? ??????? 10.302.867 ????????????? ????????? ?????????? (????? ??? 30/06/2020). ??????? ?? ??? naftemporiki.gr ??? ???????? ????????? ?? ????????? ???? ??????, ????? ? ??????? ???????????? ??? ???????? ?????? ????? 73 ??? 100 (??? 76 ???? ????? ?????). ?? ??? ????????? ????? ???????? ???? 11,4% ???????? ??? ??? ???????????.
??????????, ???? ?? ??????? ??? ????????????? ???????? ?????? ??? ?????????? ???? ?? ??? ????, ??? ??? ???? ????? ??? ??????, ??? ???????, ?? British Museum ??? ?? Tate Modern Museum ????????? ?? ?????????????? ???? ?????? ??? “???????” ??? ??? ???????? ??? ???????? ???? ??????? ?????.
???’ ??? ??? ??? ?? ??? ????? ???????????? ?????????? ????? ????????? ??? ???????? ???? ??? social media, ???? ?? ???????? ???? ?????? ?? ????? ?????????? ??? ????? ??????????? ?? ?? ????? ????, ????? ? ?????? ????? ??? ????? ??????. ??????????? ??? ?? twitter ?? posts ??? ?????? ?? ??? ???????, ???????? ?? ?????????????? ??? ????? ???????????? ???? ???? ?? ?????.
??? ?? ??? ?? Tate Modern ???? ????????? ?? ??????? ??????? 4.833.662 ?????????? ???? ?????????? ???. ???? ?????????? ??????? ???????, ???? ?? ??????? ?? ?????????? ?? ???????? ??? ???? ?? ????????. ??? ????????????, ?? tweets ??? ????? ? ?????????? ????? ?????? ??????????? ???? ?????????? ????. ???? ??? 150 ?????????? ???????????? ?? ?????? ???????, ???? ????????????? ??? ?? ???????.
?????? ???????? ??? ????? ??? tweets ??? ????. ??? ??? 7 ?????, ???? ??? ?? tweets ??????? ??????? ?? 3.000, ???? 16 ??? ???? ? ????????? ??????? ????? ??? 1.100. ?????? ??? ?? ?????? ??? ???? tweet ???? ?????????? ??? ???? ???? ??? ??? ??????.
???? ????? ?? ??????????? ??? tweets, ?? ???????? ??????? ?????? ??????????? ??? ????????? ?????? ??????? ??? ????????????? ?? Tate. ?????????? ?? tate org, artists, uk, thank, see, work, artwork, email, art, painting, ticketing team.
??? ??? ???? ?? British Museum ???? ???????? 2.044.626 ??????????, ?????????? ??????? ??? ???? ??????? ??? Tate, ????? ???? ???? ?? ???????? ??? ?? British ??? ???????? ???? ???????? ?????? ?????????. ??????????, ????????????? ??? ???????? ????????? ??? ?? tweets ??? ???????? ??? ????? ??? ??????? ??????. ??? ??? ???? ?? ?????? ???? ???? ????????, ??? ?????? ???????????? ??? ??? ??? ????? ?? posts. ?????? ?? ?????? ??? ?????????? ????? ?????? (???? ??? 150), ???? ??? ??? Tate Modern.
???? 18 ????? ??????????? ?? ??????????? tweets, ???? ??? 3.800. ? ???????? ????? ?? ???? ?? tweets ??? ??????????? ???? ???? ???? ????, ???? ??? ?? tweets ???? ??????????? (??. ????????).
??? ??????? ?????? ?? British Museum ????????? ?? ????? ??? ???????? ?????? ??? ?? ?????? exhibition, museum, ancient, gallery, facebook, youtube, visit, international museum day, world, egyptian, artists.
?? ?????????????? ??????????? ??? ????????? ???? ?? ??? ???????, ??????? ????? ??????????? ??? ???????????? ????. ?? ?????? ??? ??????????? ??? ??? ??????? ???????-??????? 2020, ?? ?????????? ??? ???????? ?????? ?? ???????? ???????????? ?? ???? ??? sentiment analysis.
??? ?? Tate Modern Museum ?? ??????? ?????????????? ??? ?????? modern, art, tate, free, museum, go, great, see ??? London ??? ?? ??????????? ?? ???????.
??????? ?? ?? sentiment analysis ??? ??????????? ??? ??????? ??? ??????? ??? ??? ????????? ??? ???????? ??????????? ??? ?? ??????? ?????? ??? ???????????????? ???? ???? ???????????? ??? ??? ?????????.
?? ???? ?? ?? ???????????? ??? ????????????, ??? ?????, ??? ?????????? ??? ??? ?????, ??????????? ??? ? ??????????? ??? ? ???? ????? ?? ??????????? ???????. ? ????????? ????? ??? ??????? ?????? ?? 0 ??? 1, ??? ? ????? ??????? ??? 5.
???????? ??? ?? British Museum ?? ??????? ?????????????? ??? ?????? museum, great, day, see, visit, amazing, history, one exhibits ??? ?? ??????????? ?? ??????? ??? ??????.
???? ?????????????? ??????? ??? ?????, ?? ?????? ???? ???? ??????????? ??????? ???’ ??? ?????????. ??? ? ???????? ??? ??? ???? ???????? ???????? ????? ????????.
?? ???? ?? ???????????? ??? ????????????, ??? ?????, ??? ?????????? ??? ??? ?????, ??????????? ??? ?? ??????? ??? ???????????? ????? ?????????? ??’ ??? ??? ????????? ?????????????. ? ???? ??? ? ????? ??????????? ?? ?????????? ??? ??? ???????, ??? ? ????????? ????? ??? ??? ??????.
?????, ???????????? ?? ??? ??????? ??? ????????????? ?? polarity ?? ??? ???????, ???????? ??? ??? ?? polarity ????? ??? ?? ?????, ???? ?? ??????? ??? ?? Tate ????? 18% ??? ??? ?? British ????? 17% ???????. ??? ?????? ?? ????????? ???, ???? ?? polarity ??????? ?? ?????, ???? ?? ?????? ????? ???????? (???? ?????? ???? ????????). ????? ??? ?? ??? ??????? ??????????? ?? ?????? ??????? ?????? ?? ???????? ??????????? ??? ?????? ????. ??? ????????? ? ??????? ??? polarity ???? ?? 1 ???? ????????? ??? ?? ??????? ??? ??????? ??? ????? ??????.
?? ??? ??????? ??? ?????????? ??? 1 ????? ??? ??? ?????????? ??????????? ??? ?????? ??? ??????? ????. ??? ?????????????? ??? ? ?????????? ??? ???????? ?????????? ??? ?? ??????? ????????????????? ?????? ????? ???????????? ??? ??? ?????????.
??? ???? ???? ??? ????????? ???? ????????????? ??????????? ????? ??? ?? ????????, ??? ????? ????? ??? ?????? ??? ?? ???????????, ??????????? ???? ??????? ???? ??????, ????? ?? ??????? ??? ???????? ???? ?????? ?? ??????? ?? ?????. ????, ? ??????????????? ??? ?????????????? ??? ???????? ?????-???????????, ?? ???????? ??????????? ???????? ??? ??????? ??? ?? ????????? ???? ??????????? ?? ??????????? ??? ???. ?????? ???? ???????????? ??? ??????????????? ??????????, ???? ? The Guardian ??? ?? BBC, ????? ????????? ?????????? ?????? ??? ??? ????????? ???? ???? “?????????”, ???? ?? ????????? ?? ??????????? ???????? ??? ????? ?????????? ?? ?????????? ???? ???? ?????.
????????????, ? Guardian ???? ????????? ??? ????? ?? ?? ????? “Lockdown Culture”, ? ????? ?????????? ??? ?? ??????????? ??????? ??? ?????? ??? ????????? ???? ???? ??? ???????? ??? ??????????? ??? ???????????? ???? ??? ?????????. ?? BBC ??? ??? ????, ??????? ??? ????? ??? ?? “Culture in Quarantine” ??? ?? ????????????, ?????? ??? ?????? (“Arts”). ???? ?????? ????? ????????? ????? ???? ??? ?????? ???? ???????????? ??? ????? ??? ?????, ???? ?? ????? ?? ?????? ?? ?????????????? ?? ???????.
?? ??? ??????? ??? Beautiful Soup ??? ??? ????????????? ??? python ?????????? ?? ??????? scrape ?????? ??? ?? ????? ??? ????????????? ???? ??? ???????? ??? ???????? ????? ??? 22 ??????? ??? 2020, ???? ?? ????? ???? ?????? ??????????? ????? ??????? ??? ??????. ??? ?? ??? ???? ??? ????? ?????? ???????? ?? ???????, ???? ? ??????????? ???? ???????? ???? ??? ??????? ??? ??????????.
?? ?????? ?????? ???????????? ?? ??????????? ???? ??? ???????? ???????????????? ??????????? ???? ?? ????????????? ???? ???????? ????? ?? ?????? ??? ???????? ??? ????????.
????????????? ??? ?? ???????? correlation matrix ???????, ??? ? ????? ?????? ??? ?????? ??? ?????? ??? ????????????? ???? ??? ??????? ??? ??????????? ???? ??? COVID-19, ??? ???????????? ?????????????? ????, ??? ????? ?????? ?????????. ?????? ??????? ???????? ????????? ?????? ????, ???? ?? 0.32 ??? ?????????? ????????? ?????? ??? ??? ??????????.
?????, ? ??????????? ??? BBC “?????????? ??? ?? ?????” ??????????? ??? ??? Twitter – MuseumFromHome – ???? ??????????? ??? ??????????? ???????????? ???? ?? ???????? ??? ???????? ??? ????????? ???? ??? ???????? ????? ???? ??? ?????????. ?? tweets ??? ????????????? ????? ?????????? ??? ??? 23 ??????? ????? ??? ??? ????? ?????. ???? ??????????? ??? ??? word cloud ??? ???????????, ?? ??? ???????? ?????? ????? ?? museumfromhome, ?? self isolating, ?? today, ?? quick videos, ?? museum ?.?.?.
???: ???????? ????????
*????? ??? datawrapper (https://www.datawrapper.de/) ??? ??? ??????? ??? ?????????? ??? ????????? ??? ??????? ????????. ?????? ??? ?? ????????? ??? ????????? ??? ?????????????? ?????????? ??????????????? ?? ???????? workflow ??? ?? workbench: https://app.workbenchdata.com/workflows/67404/
**??????????????? ? ?????? ??????????????? python ??? ? ??????????? ????????? ???? ??? ? ??????? ??? ?????????? ?????? ?? ?????? ??? ???????? ??????????:
??? ??? ?????? ??? UNESCO, “UNESCO’s world-wide survey conducted on the impact of COVID-19 on museums“: https://colab.research.google.com/drive/1Cm2UDHDWzzjb6sc52yuUQ998o5xsigjF?usp=sharing
??? ??? ??????????? ??? ??????? ??? ?? Tripadvisor: https://colab.research.google.com/drive/1UoJPdUrgatOSPepmSgVtlm0AkFytcV9w?usp=sharing
??? ??? ??????????? ??? tweets ??? ??????????????? ?????: https://colab.research.google.com/drive/1g83Pc4eeX2Bs-Bvzvx61dV9nxb2xXN2w?usp=sharing
??? ?? scraping ??? ??????????????? ?????: https://colab.research.google.com/drive/13CD77uDT4-UdE4knI3JWrbSWnFcrSDkd?usp=sharing
