??????? ????????? ??? ?????????????? ??????? ????????
???? 24 ??????????? ??????? ??????? ??? ???????????? ???????? ??? ?????? ???? ?? ????????? ?????? ??? ?????????. ????????????? ??? ? ??????? ???? ???????? ??? ?????? ??? ????????? ????????? ??? ??????? ?????? ?????? ??? ????????? ??? ???????? ?? 2014, ??? ??????????? ??? ??? ??? ??????????? ?????????? ?????? ???? ????? ?? ??????????.
?? ????? ?????, ?? ???????? ??????? ??? ??? ??????? ??? ??????? ??????? ???? ???????? ???? 24 ??????????? ????? ??? ??? 2 ???????, ??? ???? ???????? ?? ?????????? ???????? ???????? ??? ???????? ???? ?????????? ??? ??? ????????????, ?? ????? ??? ???????? ??? ???????? ???? ?? 3 ??????? ??? ???????? ??????????. ? ??????? ???? ???????????????? ???? ?? ???????????? ??? ??? ?? ?????????? ???????, ?? ????? ???????? ????????? ??????? ??? ??????? ?????????? NLP (Natural Language Processing)
??? ??? ??????? ??? ??????? ?????, ?????????? ?????????? ????? ? ??????? ????????? ??? ??????????? ???? ??????? ??? ?????????. ?? ?? ??????, ? ??????? ????? ??????? ??? ???? ?????? ?????????????? ?????????? ??? ???????, ??????????, ????????????, ????????? ??? ????????? ??? ??? ??? ???????, THE GUARDIAN.
| ???? | ?????? | ????? | ?????? ??????? |
| ?????????? | el | 3230 | NaN |
| ???????????? | el | 4628 | NaN |
| EFSYN | el | 2400 | NaN |
| THE GUARDIAN | en | 3205 | 67478 |
? ??????? ??? ?????? ????? ????????? ??? ???? ?????????????? ????, ????? ??????????? ???????????? ???????? ???????? ????????? ?? ????? ?? ??? ????????????? ??? ???? ?????????. ?? ?????????? ??? ???????? ??????????? ????? ? ?????????? ???? ????? ????????? ?? 20 ?????????? ??? 13463 ???????? ??????????? ?? 2 ???????, ??????? ??? ????????.
? ????????? ??? ????? ????? ?? ?????? ??????????????? ??? ??????????? Python. ? ??????? ??????? ????????? ??? Github ???.
???????? ??? ? ?????????? ????? ???????? ??? ??? ?????? ??? ???????? ????? ??? ??????, ?? ???? ?????? ?????? ???????? ?? ????? ????????? ????? ?? ?? ???????? ??? ????. ???????? ??????? ??? ???????? ?????? ??? ??? ???? ??? ????????.
NLP
??? ???? ??? ??? ?? ????? ??? ??????????? ????? ???????????? ??????? ??? ??? ???????? ??? ??? ???????.
??????? ???????? ?? ??? ????? ??????????? spaCy, ???????? ??????? ??? ?? ????? ????????? ???????? ?????????????? ?????? ???? ??? ?????????. ????????????, ??????? ??????????? ????????, ??????????, ?????, ??????????? ???.
????????, ??????? ??????? ??????????????? ??? ??????? ??? ???? ??? ??????? ??? ??? ???????????? ??????? ?????????? ??? ???????? ??? ???????? ?? ???????. ???? ?????? ????? ????? ????? ??? ?????, ??? ??????? ??? ???????? ??? ???? ???? ???????. ??? ?????????? ???????? ?? ?????? ????????????.
???????? ?????? ??? ????????? ??? ??? ?????????????? ????????.
Sentiment Analysis
???? ????????, ?? ??? ????? ??????????????? ??????? ??? ?????? ?????????????? ?????????????? ??? ???? ??? ????????????? ???????? ??????????? ????? ?????????? 13463 ??????, ???? ??????? ??? ???????? ?????? ??? ??? ???????????? ??? ?????? ????? ?? ??????, ???????? ??? ????????. ????? ????? ?? 3 ??????? ??? ??????????? ???????? ??? ?????. ???? ??? ??????????? ???? ?????? ??????? ????????? ?????, ?????? ??????????? ???????????, ?? ?????? ????? ??? ????????????? ??? ?? ???????????? ???????. ????, ?? ??? ??????, ??????? ????????? ??? ????? ?? ???????? ??????????, ???? ? ???? ??? ?? ????? ??????? ?? ??????????? ??????? ?? ??? ?????????? ??? ???????? ??? ??? ???? ???? ??? ??? ????????? ????????? ?????. ?? ?? ??????, ?????????????? 2 ???? ?????????? ??? ???????? ????? ??? 0 ????? 1 ??? ??????? ??? ?????????? ??? ??? ???????????? ??? ??????. ?? ????? ????? ????????????, ???? ???? ?? ? ???? ????????? ???? ?? ?????????????? ?? ??????????? ????????? ??????? ??? ??????.
? ?????????? ??????????????? ??????????? ??? ?????? ?????? ??? ??????????????? ??????????? ??? ?????. ? ?????????? ??? THE GUARDIAN ???????? ?? ???? ??????????? ?????. ??????, ? ?????????? ??????????????? ??? ????? ??? ?????????? ????????????? ??? ??????????? ??? ???????? ??? ???????????? ????.
??
