?????? ????? ??????? ???? ??? ??? ???????? ??????? ?????????? ??? ???? ??????? ?? ???? ??????? ????????? ?? ???????? ?????????. ???? ??? ???? ??? ????????????? ??????, ????? ??? ? ??????? ??? ?? ?????? ?????????? ?? ???????????? ??????????????, ???? ?? ?????? ?????????. ???????????? ??????? ???????????????, ????????? ?? ?????????? ?? ????????? ?? ??? ????? ??? ????????? ? ??? ?????? ??? ?????????? ?? ????? ?? ??? ?????. ? ?????????? ? ? ????????? ????? ??? ???????, ???? ?? ??????? ??? ??? ??????? ????.
?? ?????? ??? ?????????? ?? ???????????? ?? 100 ???????? ????????? ??? ???? ??????, ??? ?? 2000 ????? ??????. ??? ??? ??????? ????? ??? ????????? ???????????????? ???? ???? ??? ?? ?????????? ????? ??? wikipedia ?? ??? ????? ??? scraping ???? ??? beautiful soup.
???? ??? ?? scraping ?????????? ?? ????????? ??? ????????? ??? ? ???? ???????????? ????????? ???? ?? ???? ?? ?????????. ??? ?? ???? ????, ??????????????? ?? dataset “Spotify Dataset 1921-2020, 160k+ Tracks” ??? ?? kaggle ?? ????? ??????? ???? ?????????????, ???????? ??? ????????? ??? ????? ??????????? ??? spotify ??? ??????? ??? ??????????? 1921 ????? ??????.
??? ??? ??????????? ??? ?????? dataframe ????? ???????? ?? ?? ???????? ??? dataset ??? ??????????? ?? ????? ??? ??? ??????????, ??? ?????? ?? ??? ????? ??? ??????????? PyLyrics, ????????????? ??? ????? ?????? ?? ???? ??????? ??? ???????? ??????????. ?? ???????? ????? ???????????? ??? dataframe 380 ??????? ??? ????????????? ??? ?????????? ??? ????????? ??????? ??????, ????? ??? ????? ??? ???? ?????????? ?? ????? ??? ??????????, ??? ?? ????? 2010-2020 ?? 2000-2020. ?????, ???????????? ?? ?????????? ????? ??? ?????? ??? html tags ???? ?? /n (New line).
???? ??? ???? ?? ??????????, ? ?????? ?????????????? ??? ????????????? ???? ?? ????? ???????? ??? ?????? ?????? ???? ?? 20 ?????? ??? ?? ????? ????????????.
??? ???? ??????? ??? ?? ????????? 20 ?????? ??????? ???? ????????? ???? ? Beyonce ??? ? Eminem, ?????? ???? ??? ??? Drake, ? ?????? ??????????? ?? ????? ??? single ?? 2010; ?? ????? ??? ???????? ??? ?????? ??? ???????? ?? ?????? ???????, ??? ????? ?? ?????? ??? ???????????????? ??? ???? ??????????? ???????????? ??? ?????? ???? ??? Top 100;
??? ?? ??????? ???? ????????????? ?? ??????? ???????· ??? wordcloud ?? ??? 100 ??? ????? ????????????? ?????? ???? ??? ?????? ??? ?????? ???? ?? 20 ??????.
?? ???? ?????????? ??? ??????? ??? ??????, ???????? ??? ????? ????? ? ????? ??? ???????????? ??????? ??????????? ???? ?????. ?????? ??? ???????? ????? ??????????? ?? wordcloud ?? ????????? ??????????. ?? ??????? ??????? ?????????? ?? ??????? ?? ???????????? ????.
???????????? ??? ????????? ??? ??? ????????? ??? ?????????, ????????????? ?? ???????? ???????, ?? ?? ?????? ??? ?????????? ??? ???? ???????????.
? ?????????? ???????? ?? ????? ? ?????? ???????????? ???? ???????? ??? ??????????, ??????? ?? ?????????? ??????? ????????????.
?? ?????????? ????? ??????, ???????????? ?? ???????? ???????? ????????? ??? ???? ????????? ??? ?? 2004 ????? ?? 2010, ???????????? ??????????? ????????. ?????????????, ???????????? ?? ???????? ??? ??????????? ?? ?? ??? ???????? ????????? ??? 20 ????.
| artists | danceability | title | release_date | tempo | year |
| Juice WRLD | 0.511 | Lucid Dreams | 2018-12-10 | 83.903 | 2018 |
| Imagine Dragons | 0.776 | Believer | 2017-06-23 | 124.949 | 2017 |
| Juice WRLD | 0.685 | Robbery | 2019-03-08 | 159.966 | 2019 |
| Post Malone | 0.680 | Better Now | 2018-04-27 | 145.038 | 2018 |
| Jonas Brothers | 0.842 | Sucker | 2019-06-07 | 137.958 | 2019 |
??????????? ????? ??? ?? ????????? ???? ???????????? ??? ?? 2017 ????? ??????, ????????? ?? ??????? ??? ???????????? ?? ??? ??? ????????? ?????????? ??? ??????????? ?? ???????????. ?? ????? ?? ??????????? ?? ??????? ????, ???????????????? ???????? ?????????? ??? ??????????? ????????? ??? ???????? ??? ??????, ???? ?? ???? ????????? ?????, ?? ???? ??????? ? ???? ??? ???? bpm.
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| ????????? ???? ?????? ??? ?????? | ????????? ????????? ??? ?? ?????? |
? ?????? ?? ?? ??? ???????? ????????? ???????? ?? ????? ?? 2019, ?????? ?? 2020 ??? ???????? ?? ?? ??????? ????? ??? ???? ??? ??? ??????????? ????? ??? ???? ??? ?????. ?? ?????????? ???? ?????? ???????? ?? ????????????? ??? ???????? ?????????, ?? ?? ??????? ??????? ?? ??????????? ?? 2020 ?? ??? ?????? ?? ?? ??? ????????? ????????? ???? ???? ???.
 |  |
| ?????? ??? ???? | BPM ??? ???? |
???? ?????? ??? ?????????? ???????? ?????? ?? ??????? ??? ???????. ?? ??? ?????? ????????? ?? ?????? ??????????? ?? ?????????, ??? ???????????? ??? ??????, ??? ??? ?????? ??? ???????, ???? ? ??????? ???????????? ??? ????????? ???????? ??? ????? ?????????, ?????? ?? springbreak. ?????????, ?? bpm ??? ?????????? ??? ???????????, ?????????? ?????? ???? ?????? ?????.
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| ????????? ??? ???? | ????????? ????????? ??? ???? |
?? ??? ???????? ????????? ????????? ?? ??????????? ??????? ??? ?????????, ??? ?? ??? ?????????, ???????? ??? ?????????.
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| ????????? ????????? ??? ????? ????????? |
?????, ?? ??? ????????? ??? ???? ??????????? ???????.
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??? ???????? ????????? ????? ??? ?????????? ?? ?????? ????? ??? ??????? ??? ???? ??? ???????? ??? ?????????· ? ??????? ?????? ??? ?????? ??? ? ??????? ????????? ??????. ???? ???????? ??? ?? ???????? ????????? ? ??????? ??????????? ???? 300 ?????? ??? ????????, ? 100 ?????????, ??? ??? ???????? ????? ?? ?? ????? Eminem ???????????? ?? 600 ????????? ?????? ??? ????????.
???? ??? ???? ??? ??????? ??? ??????? ?????? ???????????? ??? ???? ???? ??? ??? ??????? ????????, ??? ????? ???? ???? ??? ?? ???? ??? ??????????.
?? ??? ??????? ??? ????????????? ??? ?????? ??? ??? ?????? ????, ???????????? ?? ???????? ????????????.
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???????????? ?? ??????? ??? ??? ?????? ??? ??????, ???????? ?????? ? ?????????? ???????? ??????? ??? ???????? ??? ?? ?????? ????????????, ??????????????? ??? ???? ?????????? ??? ??????.
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| ?????? ????????????? ?????????? scatter |
?? ??????????? ???????? ????????? ????????? ?? ??? ??????????????? ??? ???????????? ? ????????? ??? ????????? ??????? ??? ????????????.
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??? ?? 2017 ??? ???? ???????????? ?????? ?????? ???? ?????????? ??? ?????? ???? ?????????? ?? ???????? ?? ?? ??????????? ???.
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| ???????????? ??? ????? ??? ?????? |
????????? ?????????? ???? ??? ???????? ????? ? ??????? ????????????? ??? ?? ??????. ???????????? ?????? ??????? ???? ??? ????????????? ?? 2011 ??? ? ??????? ??????????? ???? ??? ????. ?? ???????????? ??? ????? ??? ??? ???????????? ????? ???? ?? ????? ?????????? ?????? ??? ?? ????????.
?? ?? ???????? ???????????? ??? ??? ?? ?????? ??? ????????, ?????? ?? ???????????? ? ?????? ???????, ??? ??????? ??????? ??? ??? ???????? ???? ??????????.
?? ????????? ??? ????? ??? ??????????? ??????????? ?? ????????? ???? ????? ?? ?? ???????? ????????? ??? ??????????? ???????????? ??? ?? ???? ????????:
- ?????? ?? ???????????? ??? ????? ??? ??? ????????????
- ??????? ?????????????? ??????
- ??????? ?????? ???? ???? 300
- ?????????? ????? ???????
- ?????????? ???? ??? ???? ?????? ?? 130 bpm
- ? ???? ????????? ?? 120 bpm
?? ???????????? ??? ?? ???????????? ??? ??????, ??????? ?? ??????????? ???? ????? ??????????? ??? ????????? ??? ???????? ???????????? ?????????? ??? ?? ????????????? ???? ?? 2020.
GITHUB: https://github.com/Jokerakos/Python_Projects/blob/master/20%20Years%20of%20Music.ipynb
