Woman-haters Gonna Hate: Analyzing rap lyrics using Python and Beautiful Soup

Transcript

1. 7]Z<[ŸP<jIghO][[< P<jI $QDO\]LQJUDSO\ULFVXVLQJ3\WKRQDQG %HDXWLIXO6RXS -XOLH/DYRLH#KVMXMX
2. ,+LSKRS «EXW,KDWHDORWRIWKHO\ULFV« 7HOOWKDWE KRSXSRQP\G UROOHGXSRQ KHUTXLFN ,QDVL[WROGKHUVXFNDG PRWRUERDWKHUW $$35RFN\*ROGLH
3. ,ZDVFXULRXV &DQZHTXDQWLILDEO\PHDVXUHVH[LVPLQ O\ULFV" 6R,DVNHG :KLFKUDSSHUXVHVWKH E ZRUGWKHPRVW"
4. (QWHU5DSJHQLXVDQG%HDXWLIXO6RXS Ɣ 5DSJHQLXVLVOLNHZLNLSHGLDRIUDSO\ULFVIRU PRVWVRQJVDQQRWDWHGZLWKPHDQLQJ Ɣ 1R$3, Ɣ %HDXWLIXO6RXSVFUHHQVFUDSLQJOLEUDU\LQ 3\WKRQ
5. 7KH'DWD Ɣ DUWLVWV Ɣ VRQJVHDFK Ɣ (DVW&RDVW:HVW&RDVW'LUW\6RXWKUDS Ɣ PDOHIHPDOHEODFNZKLWHUDSSHUV Ɣ WRWDORIVRQJV
6. 7KH$UWLVWV &KDLQ]'UDNH/LO¶-RQ1:$7XSDF (PLQHP/LO¶.LP2XWNDVW&HQW)R[\ %URZQ/LO¶:D\QH4XHHQ/DWLIDK$$3 5RFN\,PPRUWDO7HFKQLTXH/XGDFULV6QRRS 'RJJ/LRQZKDWHYHU%HDVWLH%R\V-D\=0& /\WH7DOLE.ZHOL%LJJLH6PDOO-&ROH0LVV\ (OOLRWW7,'HDG3UH].DQ\H1DV7\JD'U 'UH.HQGULFN/DPDU1LFNL0LQDMDQG:XWDQJ
7. 6WHSJHWDOOWKHWKLQJV
8. 6WHS6FUDSHWKHO\ULFV
9. 6WHS&RXQWµHPXSGRVRPHVWDWV 5DSSHUVDUHXVLQJEZRUGRQDYHUDJH WLPHVSHUVRQJ %ZRUGLVXVHGWLPHVRYHUVRQJV
10. %HVWUDSSHUVSHUVRQJ -D\= :XWDQJ 0LVV\(OOLRWW 'UDNH 2XWNDVW .DQ\H:HVW ,PPRUWDO7HFKQLTXH 4XHHQODWLIDK 1DV 7DOLE.ZHOL 0&/\WH 'HDG3UH] %HDVWLH%R\V 6XUSULVLQJ-D\=.DQ\H:XWDQJ,QWHUHVWLQJZRPHQ VRFLDOO\FRQVFLRXVUDSSHUV
11. 6RVR;VRQJ 7, %LJJLH6PDOO FHQW 7XSDF &KDLQ] .HQGULFN/DPDU (PLQHP -&ROH /XGDFULV 6XUSULVLQJ%LJJLH(PLQHP PRUHLQDVHFRQG
12. 2KPDQRUPRUH /LO:D\QH /LO.LP )R[\%URZQ 7\JD 1:$ 1LFNL0LQDM 'U'UH $$35RFN\ 6QRRS'RJJ 6XUSULVLQJ/LO.LPDQG)R[\%URZQ([SHFWHG1LFNL 0LQDMWROHWGRZQKXPDQLW\
13. :7)/LO¶-RQ JHWVKLVRZQ FDWHJRU\ /LO-RQXVHVE WLPHVSHUVRQJRQ DYHUDJH
14. ,VLWDJRRGPHWULF" $UWLVWVOLNH%LJJLH6PDOODQG(PLQHPZLWKYHU\ YLROHQWO\ULFVWRZDUGVZRPHQVFRUHUHODWLYHO\ ORZ ;DQG;
15. :K\ZRXOGWKDWEH" /LO-RQ %DFNXSE JHWWKHI RXWP\ZD\ +H\PRYHWKHI EDFNE PRYHWKHI  EDFN %LJJLH6PDOO <RXUGDXJKWHU¶VWLHGXSLQD%URRNO\QEDVHPHQW VKK )DFHLWQRWJXLOW\WKDW¶VKRZ,VWD\ILOWK\ QRW JXLOW\
16. /HW¶VWKLQNDERXWWKLV Ɣ %LJJLHDQG(PLQHPUHFRJQL]HGDPRQJVWWKH JUHDWHVWUDSSHUVRIDOOWLPH Ɣ *UHDWO\ULFDOWDOHQWFOHYHU Ɣ /LO-RQOHVVVR Ɣ 6HHPWRPRVWO\KDYHPRUHYRFDEXODU\WR GHVFULEHZRUVHWKLQJV 7KLVVXJJHVWVWKDWXVDJHRIWKHE ZRUGLVDQLQVXIILFLHQWPHWULFRI VH[LVPLQO\ULFV
17. )XUWKHUZRUN Ɣ :KDW¶VDEHWWHUPDUNHUIRUVH[LVP"$QRWKHU Ɣ ZRUG" Ɣ /RRNDWUHODWHGZRUGVVXUURXQGLQJFHUWDLQ WHUPV Ɣ 6XEPLWWLQJDSURSRVDOWR3\&RQ Ɣ &DQVRRQVHHWKHFRGHRQJLWKXEJLWKXE FRPDOPRVWHYHU\ZKHUH
18. ,QVWLQFWOHDGVPHWRDQRWKHUIORZ (YHU\WLPH,KHDUDEURWKHUFDOODJLUODELWFK RUDKR 7U\LQJWRPDNHDVLVWHUIHHOORZ <RXNQRZDOORIWKDWJRWVWRJR´ 4XHHQ/DWLIDK81,7<