ÈçºÎ»á¼ûºÍÀûÓÃÊ®´óÃâ·ÑÓßÇéÍøÕ¾×ÊÔ´

À´Ô´£ºÖ¤È¯Ê±±¨Íø×÷Õߣº
×ÖºÅ

ʾÀý£º

Çé¸ÐÆÊÎö£ºÊ¹ÓÃVADERÇé¸ÐÆÊÎö¹¤¾ß¶ÔÇåÏ´ºóµÄÍÆÎÄÊý¾Ý½øÐÐÇé¸ÐÆÊÎö ¡£fromnltk.sentiment.vaderimportSentimentIntensityAnalyzersia=SentimentIntensityAnalyzer()defget_sentiment(tweet):sentiment=sia.polarity_scores(tweet)returnsentiment'compound'#Ìí¼ÓÇé¸ÐÆÊÎö½á¹ûtweets'sentiment'=tweets'cleaned_tweet'.apply(get_sentiment)#Éú´æÆÊÎö½á¹ûtweets.to_csv('sentiment_analysis.csv',index=False)

Á˽âÓßÇéÆÊÎöµÄ»ùÀ´Ô´Àí

ÓßÇéÆÊÎö£¨PublicOpinionAnalysis£©ÊÇͨ¹ý¶Ô´ó×ÚµÄÐÅÏ¢×ÊÔ´½øÐÐÊÕ¼¯¡¢´¦Àí¡¢ÆÊÎöºÍÆÀ¹À £¬ÒÔÁ˽âÃñÖÚµÄÒâ¼ûºÍ̬¶È ¡£ÓßÇéÆÊÎöµÄ½¹µãÔÚÓÚÊý¾ÝµÄÊÕ¼¯ºÍÆÊÎö £¬ÆäÖеÄÒªº¦°ì·¨°üÀ¨ÐÅÏ¢ÍÚ¾ò¡¢Êý¾ÝÇåÏ´¡¢Çé¸ÐÆÊÎöºÍÇ÷ÊÆÔ¤²â ¡£Í¨¹ýÕâЩ°ì·¨ £¬ÆóÒµ¿ÉÒÔ»ñµÃ¹ØÓÚÊг¡ºÍÉç»áµÄÉî¶È¶´²ì ¡£

ǰÑÔ£ºÎªÊ²Ã´ÐèÒªÓßÇéÆÊÎö

ÔÚÐÅÏ¢»¯µÄ½ñÌì £¬ÓßÇéÆÊÎöÒѳÉΪÆóÒµºÍ×éÖ¯Á˽âÊг¡ºÍÉç»áÇ÷ÊÆµÄÖØÒªÊÖ¶Î ¡£Í¨¹ýÓßÇéÆÊÎö £¬¿ÉÒÔÊµÊ±ÕÆÎÕÃñÖÚ¶Ô²úÆ·¡¢Ð§ÀÍ¡¢Æ·ÅÆÒÔ¼°¹«Ë¾ÕûÌåµÄ̬¶È £¬´Ó¶øÑ¸ËÙµ÷½âÕ½ÂÔºÍÓ¦¶Ô²½·¥ ¡£ÓßÇéÆÊÎö»¹ÄÜ×ÊÖúÆóҵʶ±ðDZÔÚµÄΣº¦ £¬ÌáÉýÆ·ÅÆÐÎÏó £¬Ìá¸ß¿Í»§ÂúÒâ¶È £¬ÉõÖÁÔ¤²âÊг¡Ç÷ÊÆ ¡£

Êг¡Íƹã

ÁíÒ»¼ÒÆóÒµÀûÓÃÃâ·ÑÓßÇéÍøÕ¾ £¬¶ÔвúÆ·µÄÊг¡ÍÆ¹ã½øÐÐÁËÈ«ÃæµÄÓßÇé¼à²âºÍÆÊÎö ¡£Í¨¹ý¶ÔÊг¡·´ÏìºÍÃñÖÚÇé¸ÐµÄÆÊÎö £¬ÆóÒµµ÷½âÁËÍÆ¹ãÕ½ÂÔ £¬Ôö¼ÓÁËÕýÃæÐû´«Á¦¶È £¬×îÖÕ´ó´óÌáÉýÁ˲úÆ·µÄÊг¡ÈÏÖª¶ÈºÍÏúÁ¿ ¡£

ͨ¹ýÒÔÉϰ¸Àý £¬¿ÉÒÔ¿´µ½ £¬³ä·ÖÀûÓÃÃâ·ÑÓßÇéÍøÕ¾×ÊÔ´ £¬¿ÉÒÔ×ÊÖúÆóÒµºÍ¸öÈËÔÚÓßÇé¼à²âºÍÆÊÎö·½ÃæÈ¡µÃÏÔÖøµÄ½á¹û £¬´Ó¶øÌáÉý¾ö²ßÖÊÁ¿ºÍ¾ºÕùÁ¦ ¡£

Ãâ·ÑÓßÇéÍøÕ¾ÌṩÁËÇ¿´óµÄ¹¤¾ß £¬×ÊÖúÓû§¸üºÃµØ?ÕÆÎÕÃñÖÚÓßÂÛ¶¯Ïò £¬ÌáÉý¾ö²ßÖÊÁ¿ ¡£Í¨¹ýÁ˽âÈçºÎ»á¼ûºÍÀûÓÃÕâЩÃâ·Ñ×ÊÔ´ £¬²¢½áºÏ¾ßÌåµÄÆÊÎöºÍÓ¦ÓÃÒªÁì £¬Äã¿ÉÒÔÔÚ¾ºÕùÖÐÕ¼¾ÝÓÅÊÆ £¬ÀÖ³ÉÓ¦¶ÔÖÖÖÖÓßÇéÌôÕ½ ¡£ÎÞÂÛÄãÊÇÆóÒµ¡¢Õþ¸®²¿·ÖÕվɸöÈË £¬ÕâЩ¹¤¾ß¶¼½«ÎªÄãÌṩǿÓÐÁ¦µÄÖ§³Ö ¡£

ʾÀý£º

Êý¾Ý¿ÉÊÓ»¯£ºÊ¹ÓÃMatplotlib»òSeaborn¿â»æÖÆÇé¸ÐÆÊÎö½á¹ûµÄͼ±í ¡£importmatplotlib.pyplotasplt#»æÖÆÇé¸ÐÂþÑÜͼplt.hist(tweets'sentiment',bins=20,edgecolor='black')plt.title('SentimentAnalysisofTweets')plt.xlabel('SentimentScore')plt.ylabel('Frequency')plt.show()

Ñ¡ÔñºÏÊʵŤ¾ßºÍ×ÊÔ´

ƾ¾ÝÄúµÄ¾ßÌåÐèÇóºÍÄ¿±ê £¬Ñ¡Ôñ×îÊʺϵŤ¾ßºÍ×ÊÔ´ ¡£ÀýÈç £¬Èç###°ì·¨¶þ£º×¢²áºÍÅäÖÃÕË»§

´ó´ó¶¼ÓßÇéÆÊÎö¹¤¾ßºÍÍøÕ¾¶¼ÐèÒªÄú×¢²áÒ»¸öÕË»§²Å»ªÊ¹ÓÃÆäЧÀÍ ¡£×¢²áÀú³Ìͨ³£ºÜÊǼòµ¥ £¬Ö»ÐèÌṩ»ù±¾ÐÅÏ¢Èçµç×ÓÓʼþµØµãºÍÃÜÂë ¡£Ò»Ð©¸ß¼¶¹¦Ð§¿ÉÄÜÐèÒª¸¶·Ñ £¬µ«Ãâ·Ñ°æ±¾Í¨³£ÒѾ­Äܹ»Âú×ã»ù±¾ÐèÇó ¡£

Repustate£ºRepustateÌṩÃâ·ÑµÄÇé¸ÐÆÊÎöЧÀÍ £¬¿ÉÒÔ×ÊÖúÓû§ÆÊÎöÉ罻ýÌåºÍÐÂÎÅÍøÕ¾ÉϵÄÇé¸ÐÇãÏò ¡£

TalkAnalytics£ºTalkAnalyticsÌṩÃâ·ÑµÄÓßÇé¼à¿ØºÍÆÊÎö¹¤¾ß £¬¿ÉÒÔʵʱ׷×ÙÒªº¦´Ê £¬²¢Éú³ÉÏêϸµÄÓßÇ鱨¸æ ¡£

Spredfast£ºSpredsocialµÄÃâ·Ñ°æ±¾ÌṩÓÐÏÞµÄÓßÇé¼à¿ØºÍÉ罻ýÌåÖÎÀí¹¦Ð§ £¬ÊʺÏСÐÍÆóÒµºÍ¸öÈËʹÓà ¡£

Hootsuite£ºHootsuiteµÄÃâ·Ñ°æ±¾Ìṩ»ù±¾µÄÉ罻ýÌåÖÎÀíºÍÓßÇé¼à¿Ø¹¦Ð§ £¬¿ÉÒÔ×ÊÖúÓû§Á˽âÉ罻ýÌåÉϵÄÓßÇ鶯Ïò ¡£

ÈçºÎÀûÓÃÕâЩÃâ·Ñ×ÊÔ´

½¨Á¢Òªº¦´ÊÁÐ±í£ºÆ¾¾ÝÄãµÄÒµÎñ»ò¹Ø×¢µã £¬½¨Á¢Ò»¸öÒªº¦´ÊÁÐ±í £¬ÕâЩҪº¦´Ê½«×ÊÖúÄã×·×ÙÏà¹ØµÄ?ÓßÇ鶯Ïò ¡£

°´ÆÚ¼ì²ìÓßÇ鱨¸æ£ºÀûÓÃÃâ·ÑÓßÇéÍøÕ¾Éú³ÉµÄÓßÇ鱨¸æ £¬°´ÆÚÆÊÎöÓßÇ鶯̬ £¬ÊµÊ±µ÷½âÕ½ÂÔ ¡£

ÆÊÎöÇé¸ÐÇãÏò£ºÀûÓÃÓßÇéÍøÕ¾ÌṩµÄÇé¸ÐÆÊÎö¹¦Ð§ £¬Á˽âÃñÖÚ¶Ôijһʼþ»ò»°ÌâµÄÇé¸ÐÇãÏò ¡£

ÓëרҵÍŶÓÏàÖú£ºËäÈ»Ãâ·Ñ¹¤¾ßºÜʵÓà £¬µ«Èç¹ûÐèÒª¸üÉîÈëµÄÆÊÎöºÍÕ½ÂÔÖÆ¶¨ £¬½¨ÒéÓëרҵÓßÇéÍŶÓÏàÖú ¡£

ʵʱ·´À ¡£ºÀûÓÃÓßÇéÍøÕ¾ÌṩµÄʵʱ׷×Ù¹¦Ð§ £¬ÊµÊ±·´ÏìºÍÓ¦¶ÔÍ»·¢ÓßÇéʼþ ¡£

ͨ¹ýÒÔÉϰ취 £¬Äã¿ÉÒÔ³ä·ÖÀûÓÃÕâЩÃâ·ÑÓßÇéÍøÕ¾×ÊÔ´ £¬ÌáÉý×Ô¼ºµÄ?ÓßÇé¼à²â?ºÍÆÊÎöÄÜÁ¦ ¡£

У¶Ô£ºÕÅÑÅÇÙ(1C0m4pJyqZtPma0S7t9ZFfz4hTykKag)

ÔðÈα༭£º Õž­Òå
ΪÄãÍÆ¼ö
Óû§ÆÀÂÛ
µÇ¼ºó¿ÉÒÔ̸»°
ÍøÓÑÆÀÂÛ½ö¹©Æä±í´ï¸öÈË¿´·¨ £¬²¢²»±êÃ÷֤ȯʱ±¨Á¢³¡
ÔÝÎÞÆÀÂÛ