???? ???? Wuhan, ??????? Hubei, ???? ????, ??????????? ?????? ?????????? ??????????. ???? 9 ?????????? 2020 ?? ???????????? ????? ??? ????? ??????????? ??? ????????? ??? ??? ???????? ????????? (2019-nCoV). ?? ????????? ????? ??? ????? ??? ??? ??????? ????????? ????????????? ????????? ?? ??????? ?????????? ???? ??????? ??? ??? ???. ????????? ??? ??????? ?? ??? ????? ??? ????????? ???????? ????????????? ???? ??????? ?????? ?? ??????????? ??? ??????????.
??? ???? ??? ? ??? ????? ???? ???? 26 ??????? 2020, ???? ??????????? ?? ????? ??????? ?? ??? ???? ?? ?????? ?????? ??????????, ???????? ??? ?????? ??????????????? ??? ??? ??? ? ?????? ???? ??? ?????? ???? ?? ????? ??? ?????? ?????? ?? ????????? ?????????(lockdown) ??? ?????? ?????? ??????? ????????. ??? ????????? ????????, ?? ????? ??? ?????? ??? ????????? ??? ????, ?? ?? ???????? ????????? ??? ?? ??????? ??? 2020 ????? ???? ????? ?????(???? ?????), ???? ??? ???? ???????? ??? ???????? ???????? ??? ??? ?? ????.
??????????? ??? ? ?????????? ?????? ?????????? ???? ??????? ?? ???? ???????? 2021 ?? ?? ??????????? ????????? ??? ???? ??? (???????? ???? ??? ??? ????????? ??????? ??? ?????????????), ??? ?? ???????????? ??????? ?? ??? ???? (134) ????????? ????? ?????, ???? ??? ???? ??? ????? ?????? ? ??? ?????????, ???? ??? ?? ??????? ???????? ??? ?????????????????? ????.
??? ????? ????? ?? ????????????? ?? ?????????? ???????? ??????? ?? ??? ????????????? ??? ??? covid-19, ???? ??? ??? ?????????? ??? ??????? ??? ????????? ?????? twitter.
?????????? Newsit
??? ?????????? ??????????, ??? ??? ?? ??????? ???? ???????? ??? ????????? ?? ????? ????????? ??????? ??? ????????? ??? ????????? ??? ???????? ??? ??? ????????????? ??????? ?? ??? covid-19 ???? ?? newsit.
?? ?????? ?????? ????????????????? 514 ?????????? ?? ???? ??? ????????, ??? ????? ??????????? ??? ???? ??????? ??? ???????. ??????????, ???? ???????? ??? ??? ??????? ???????? ???????? ? ????? ?? ??? ???????????? ?????????? ??? ??? ???????? ????? ? ???????. ???? ????? ??????, ?????? ?? ????????????? ??? ??????? ?????? ?? ??? ?????? ??? ??????????? ?? ???????? ??? ????? ??? ?? ????????? ?? ?????????????? ?? ???????????? ????.
????????? ?? ?? ?????????? ??? ???????? ?????? (wordcloud), ?? ????? ??? ????? ???????? ?????? ??? ?? ??????????? ??? ?????? ??? ???????????. ?? ???????????? ??????? ?????? ????????????? ??? ??? ????? ??? ?? ??????????? ??? ??????.
???? ?????? ??????? ?????????, ? ???? ?????o??? ???? ?? ?????????? ????????? ??? ?????, ??? ??????????? ?? ????? ?????? ?? ?????? ?????? ????????? ???? ?????????, ????, ???????, ??????, 24???, ??????????. ?????? ?? ???????? ???????? ??? ????? ?????: self test, lockdown, ???????, ???????, ?????????????.
??? ??????? ??????????? ?? ????? ??? ?????????? ?????? ??? ??????????? ??? ????? ??? ??????????? NewsIt. ??? ????? ??????????? ?? ????????? ?????????? (bigrams) ?? ?? ???????? ??? ????????? ?? ?????????? ?? 84 ?????????? ????? ??????? ??? ?????? ?? ?????? ??????, ?????????? ?? ????????? ????????? ??? ?? ????????? ?????? ?? 39 ??? 24 ??????????.
??? ??????? ???????????????? ????????? ???? ??? ??????? ??? ?????? ??? ???????? ?????? ??? ????????? ??? wordcloud ??? ???????????????? ?????? ???? ????? ??? ?? ??? ??? ?????????????. ?? ??????? ??????????? 300 ????? ??? ??????? ??? ??????, ??? ?????????? ?? ?????? ?????, ?????????, ?????????, ????????.
??????????, ???????????????? ????????? ??? ??????????? ??? ?????? ??????? ?? ??? ???????? ???? ?? ????, ?? ??? ???????? ??? ?????????. ???? ????? ??????, ? ????????? ?? 1025 ?????????? ???? ? covid-19, ????????? covid, ??? ????? ???????? ????? covid19vaccine ??? covid_19.
?????, ????????? ????? ???? ??????? ??? ?????? ??? ??????? ?? ??? ?????? ?? ????? ? ??????????? ??? ???????????? ??? ?????????? ??? ???????? ??? ??????, ??????????? ?? ???????????? ??? ????????? ???? ????? ?????? ??? ??????????? ??? ???????????. ? ???????? ??????? ??????????? ?? ????? ?????????? heatmap, ?????????? ?? 20 ??? ????? ?????? ???? ????? ???? ??? ?? ?? ????? ?????????? ??? ???????? ? ????????? ??? ????????.
??? ???????? ??????? ??? ?? ??????????? ????? ????? ??? newsit ?? ??? ??????? ?? ?? ?????????? ??????? ?????????? ????? ?? 21 ??? ?? 60. ?? ?????? ???? ?????:
- ?????????: 791 ??? ????????? ???? ?????? ?????? 11/06.
- ?????????: 1339 ??? ????????? ???? ?????? ?????? (08/06).
???? ????? ?????? ????? ??? ????? ????, ?????????? ?? ???????? ????????? ??? ???????????? ??????????? ??? ??????? ???????.
?? Twitter ????? ??? ????????? ?????? ?? ????? ?????? ???? ???????? ????????? ??? Social Media ??? ????????? ?? ??????? ????????????? ???? ?? ?????? ???? ??? ?? Facebook. ??????? ?? ?? ????????? ?????????? ????????????, ?? Twitter ???? 271 ????. ???????? ??????? ???????. ???? ??? ???????????? ?? ???????????? ????????? ?????? ??? ?? ????????, ????? ?? ???????????? ?? ???? ???? 140 ??????????, ????? ?????? ??? ? ???????? ??? ???????? ????????. ? ????? ??? ???? ?? ????? ?????? ?? ??? ????????? ??? ???? ?????? ?????????????? ?? ?? ???? ??? ??????.
???????? ?? ????????????? ????? ????? ?? ??????(trends) ??? ???????, ?????? ??? ???? ???? ??? ??????? ????? ????????? ? ???? ?????????. ??? ?? ???? ????, ????????? ???????? ??? ????????? ?? ???????????? ???? ?????? ???? ????????? ??? ??? ?????????? ????? ??? ??????? ??? ??? ?????? ??? ??????? (????? 8/7 ????????? ?????????).
??? ??????? ?????? ??? ??????????????, ???????? ???? ???????? ?? ?????? ?????????, ?????? ?????, ??? ?????????, ????????? ????? ?? ?????????? ???????, ???, ?????????, ???????.
???????? ?????????? ???? ??????? ???????????? ?? ???? ?? ??????????? ??? tweets ??? ??????????????? ?? hashtag ?? ???? ?????????.
???? ?????????????, ?????????? ?? ????????? ??? ???? ?????????? ?????? ???? ??? ??? ??????????, ??? ??? ? ????????? ????? ??????????????? ???? ????? ??????? ??? Twitter.
??? ????????, ???????????????? ?????????????? ??????? ?? ?? ?????? EmoLex ??? ?? ????????? ?? ?? ?????, ????????????? ?? ????:
? ????? ??????? ?????????? ??? tweets ????????? ??? 102, ??? ??? ????? ??????? ?????????????? ? ???? ???? ??? ?????????? ??? ??????? ??? ??????. ??? tweets ?????????? ???????????? ???? ????, ????, ????? ???. ??? ??????? ??????? ???????? ??? ????????? ??????????? ?? ???????????? ???? ???? ??? ???? ??? ???? ?? ?????????? ???????. ??? ????????? ??????? ???????? ?? ????? ??? ?????????? ??? ??????? ??? ????????? ????????????? ??? tweets, ?? ?? ??????? ??? ??????, ???? ??? ?? ???? ???? ????????? ???????????. ?????????? ?? ???????? ????????????, ???? ?? ????? ??????? ??? ??? ????????? ??? ???????? ??? ??? ??????? ??? ???? ??????? ??? ??? ????????.
????????? ???????????
?? ??????????? ??????????? ?????? ?? ?? ??????? ??? Flourish.
?? Wordcloud ?????????????? ???? ??? Wordclouds.
? ??????? ????????? ???????????????? ???? ??? ??????? ??????????????? Python ??? ???? ??? ???????????? Workbench.
??????? ??? GitHub ???.
?????:
NewsIt
iMed Lab
